{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c5de5b9c-3aec-456d-bf5d-b50e283f9f30",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting ts2vec\n",
      "  Downloading ts2vec-0.1-py3-none-any.whl.metadata (53 bytes)\n",
      "Collecting ruptures\n",
      "  Downloading ruptures-1.1.9-cp39-cp39-win_amd64.whl.metadata (7.3 kB)\n",
      "Requirement already satisfied: scikit-learn in d:\\develop\\anaconda\\envs\\jupyter\\lib\\site-packages (1.6.1)\n",
      "Requirement already satisfied: matplotlib in d:\\develop\\anaconda\\envs\\jupyter\\lib\\site-packages (3.9.2)\n",
      "Requirement already satisfied: numpy in d:\\develop\\anaconda\\envs\\jupyter\\lib\\site-packages (from ruptures) (1.26.4)\n",
      "Requirement already satisfied: scipy in d:\\develop\\anaconda\\envs\\jupyter\\lib\\site-packages (from ruptures) (1.13.1)\n",
      "Requirement already satisfied: joblib>=1.2.0 in d:\\develop\\anaconda\\envs\\jupyter\\lib\\site-packages (from scikit-learn) (1.4.2)\n",
      "Requirement already satisfied: threadpoolctl>=3.1.0 in d:\\develop\\anaconda\\envs\\jupyter\\lib\\site-packages (from scikit-learn) (3.6.0)\n",
      "Requirement already satisfied: contourpy>=1.0.1 in d:\\develop\\anaconda\\envs\\jupyter\\lib\\site-packages (from matplotlib) (1.3.0)\n",
      "Requirement already satisfied: cycler>=0.10 in d:\\develop\\anaconda\\envs\\jupyter\\lib\\site-packages (from matplotlib) (0.12.1)\n",
      "Requirement already satisfied: fonttools>=4.22.0 in d:\\develop\\anaconda\\envs\\jupyter\\lib\\site-packages (from matplotlib) (4.54.1)\n",
      "Requirement already satisfied: kiwisolver>=1.3.1 in d:\\develop\\anaconda\\envs\\jupyter\\lib\\site-packages (from matplotlib) (1.4.7)\n",
      "Requirement already satisfied: packaging>=20.0 in d:\\develop\\anaconda\\envs\\jupyter\\lib\\site-packages (from matplotlib) (24.1)\n",
      "Requirement already satisfied: pillow>=8 in d:\\develop\\anaconda\\envs\\jupyter\\lib\\site-packages (from matplotlib) (10.4.0)\n",
      "Requirement already satisfied: pyparsing>=2.3.1 in d:\\develop\\anaconda\\envs\\jupyter\\lib\\site-packages (from matplotlib) (3.2.0)\n",
      "Requirement already satisfied: python-dateutil>=2.7 in d:\\develop\\anaconda\\envs\\jupyter\\lib\\site-packages (from matplotlib) (2.9.0)\n",
      "Requirement already satisfied: importlib-resources>=3.2.0 in d:\\develop\\anaconda\\envs\\jupyter\\lib\\site-packages (from matplotlib) (6.4.0)\n",
      "Requirement already satisfied: zipp>=3.1.0 in d:\\develop\\anaconda\\envs\\jupyter\\lib\\site-packages (from importlib-resources>=3.2.0->matplotlib) (3.19.2)\n",
      "Requirement already satisfied: six>=1.5 in d:\\develop\\anaconda\\envs\\jupyter\\lib\\site-packages (from python-dateutil>=2.7->matplotlib) (1.16.0)\n",
      "Downloading ts2vec-0.1-py3-none-any.whl (18 kB)\n",
      "Downloading ruptures-1.1.9-cp39-cp39-win_amd64.whl (474 kB)\n",
      "Installing collected packages: ts2vec, ruptures\n",
      "Successfully installed ruptures-1.1.9 ts2vec-0.1\n"
     ]
    }
   ],
   "source": [
    "!pip install ts2vec ruptures scikit-learn matplotlib\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9467e34-528e-4b15-b150-42bf450e6fb5",
   "metadata": {},
   "source": [
    "### 准备数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "3bb6be1b-7160-4dc9-971e-74d7266b8f3c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import ruptures as rpt\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b7a1990f-ef52-4b75-9e0f-166c5c39af08",
   "metadata": {},
   "source": [
    "### 提取excel数据 - 双通道"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "79b331cf-ae83-4d32-81be-041859089674",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               Value数值_x  Value数值_y\n",
      "时间                                 \n",
      "1748908983414        NaN        1.0\n",
      "1748908986344        0.0        NaN\n",
      "1748908994102        NaN        1.0\n",
      "1748908996987        0.0        NaN\n",
      "1748909004823        NaN        1.0\n",
      "多通道信号 shape: (4000, 2)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# 读取两个 sheet\n",
    "df_a = pd.read_excel('data.xlsx', sheet_name='Sheet1')\n",
    "df_b = pd.read_excel('data.xlsx', sheet_name='Sheet2')\n",
    "# 确保时间列命名一致\n",
    "df_a.rename(columns={df_a.columns[0]: '时间'}, inplace=True)\n",
    "df_b.rename(columns={df_b.columns[0]: '时间'}, inplace=True)\n",
    "\n",
    "# 合并两个表，按时间对齐\n",
    "df = pd.merge(df_a, df_b, on='时间', how='outer')\n",
    "df['时间'] = df['时间'].values.astype('int64')\n",
    "# 设置时间为索引（可选）\n",
    "df.set_index('时间', inplace=True)\n",
    "\n",
    "# 查看合并结果\n",
    "print(df.head())\n",
    "\n",
    "ts = df.values\n",
    "ms_offset = df.index\n",
    "offset_ms = ms_offset - ms_offset[0]\n",
    "colors = ['tab:blue', 'tab:orange']\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "for i in range(df.shape[1]):\n",
    "    plt.plot(offset_ms, df.iloc[:, i], label=f\"通道{i+1}\", color=colors[i])\n",
    "\n",
    "\n",
    "print(\"多通道信号 shape:\", ts.shape)\n",
    "\n",
    "\n",
    "plt.title(\"Multivariate Time Series\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d3962bd-fd13-4bfc-b153-7854b9bc61ff",
   "metadata": {},
   "source": [
    "## 可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "fdc892c9-d2e7-426d-a528-487b5bd39d2c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def visualize(ts,change_points):\n",
    "    print(\"自动检测变点:\", change_points)\n",
    "    # 可视化\n",
    "    rpt.display(ts, change_points, figsize=(10, 4))\n",
    "    plt.title(\"Detected Change Points on Raw Signal\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f65cc01-2bdd-4d0c-a242-d65fa5ddda2f",
   "metadata": {},
   "source": [
    "###  单通道"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "abe0a981-4afe-4eba-907b-06bd06e7ae79",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               Value数值\n",
      "时间                    \n",
      "1748908986344        0\n",
      "1748908996987        0\n",
      "1748909007677        0\n",
      "1748909018202        0\n",
      "1748909028750        0\n",
      "单通道信号 shape: (3753, 1)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# 读取1个 sheet\n",
    "\n",
    "df = pd.read_excel('data.xlsx', sheet_name='Sheet1')\n",
    "df.rename(columns={df.columns[0]: '时间'}, inplace=True)\n",
    "df['时间'] = df['时间'].values.astype('int64')\n",
    "# 设置时间为索引（可选）\n",
    "df.set_index('时间', inplace=True)\n",
    "\n",
    "# 查看合并结果\n",
    "print(df.head())\n",
    "\n",
    "ts = df.values\n",
    "ms_offset = df.index\n",
    "offset_ms = ms_offset - ms_offset[0]\n",
    "print(\"单通道信号 shape:\", ts.shape)\n",
    "plt.figure(figsize=(10, 5))\n",
    "\n",
    "plt.plot(offset_ms, ts)\n",
    "\n",
    "plt.title(\"Single Time Series\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce534ac9-05dc-45e6-a362-394fbb3e7b66",
   "metadata": {},
   "source": [
    "### 使用 TS2Vec 进行表征学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "098034ae-fb13-4d9b-b0a6-bbe4a1988590",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch #0: loss=3.4385619163513184\n",
      "Epoch #1: loss=3.034073829650879\n",
      "Epoch #2: loss=2.4520490169525146\n",
      "Epoch #3: loss=2.2015459537506104\n",
      "Epoch #4: loss=2.1043171882629395\n",
      "Epoch #5: loss=2.2412941455841064\n",
      "Epoch #6: loss=1.1934410333633423\n",
      "Epoch #7: loss=2.2503950595855713\n",
      "Epoch #8: loss=1.957498550415039\n",
      "Epoch #9: loss=1.5113182067871094\n",
      "Epoch #10: loss=1.7963718175888062\n",
      "Epoch #11: loss=2.2145633697509766\n",
      "Epoch #12: loss=2.2450766563415527\n",
      "Epoch #13: loss=2.036757230758667\n",
      "Epoch #14: loss=1.8898577690124512\n",
      "Epoch #15: loss=2.0097789764404297\n",
      "Epoch #16: loss=1.8691753149032593\n",
      "Epoch #17: loss=2.08201003074646\n",
      "Epoch #18: loss=1.9206820726394653\n",
      "Epoch #19: loss=1.964529037475586\n",
      "Epoch #20: loss=1.9025264978408813\n",
      "Epoch #21: loss=1.7447210550308228\n",
      "Epoch #22: loss=1.831692099571228\n",
      "Epoch #23: loss=1.8515515327453613\n",
      "Epoch #24: loss=1.9341233968734741\n",
      "Epoch #25: loss=1.9084086418151855\n",
      "Epoch #26: loss=1.4995532035827637\n",
      "Epoch #27: loss=1.8333660364151\n",
      "Epoch #28: loss=1.7246116399765015\n",
      "Epoch #29: loss=1.6038471460342407\n",
      "Epoch #30: loss=1.6903997659683228\n",
      "Epoch #31: loss=1.6560851335525513\n",
      "Epoch #32: loss=1.741052508354187\n",
      "Epoch #33: loss=1.5397162437438965\n",
      "Epoch #34: loss=1.5985772609710693\n",
      "Epoch #35: loss=1.5663604736328125\n",
      "Epoch #36: loss=1.638397216796875\n",
      "Epoch #37: loss=1.5831952095031738\n",
      "Epoch #38: loss=1.2972798347473145\n",
      "Epoch #39: loss=1.6571640968322754\n",
      "Epoch #40: loss=1.525905966758728\n",
      "Epoch #41: loss=1.4434183835983276\n",
      "Epoch #42: loss=1.3164361715316772\n",
      "Epoch #43: loss=1.4812599420547485\n",
      "Epoch #44: loss=1.3048611879348755\n",
      "Epoch #45: loss=1.414080023765564\n",
      "Epoch #46: loss=1.406466007232666\n",
      "Epoch #47: loss=1.3891164064407349\n",
      "Epoch #48: loss=1.3161646127700806\n",
      "Epoch #49: loss=1.3687869310379028\n",
      "Epoch #50: loss=1.3297209739685059\n",
      "Epoch #51: loss=1.4088270664215088\n",
      "Epoch #52: loss=1.2195719480514526\n",
      "Epoch #53: loss=1.3144679069519043\n",
      "Epoch #54: loss=1.214673638343811\n",
      "Epoch #55: loss=1.1815950870513916\n",
      "Epoch #56: loss=1.1299487352371216\n",
      "Epoch #57: loss=1.1731719970703125\n",
      "Epoch #58: loss=1.3348027467727661\n",
      "Epoch #59: loss=1.1906949281692505\n",
      "Epoch #60: loss=1.067063808441162\n",
      "Epoch #61: loss=1.1217232942581177\n",
      "Epoch #62: loss=1.1083413362503052\n",
      "Epoch #63: loss=1.7008427381515503\n",
      "Epoch #64: loss=1.2460174560546875\n",
      "Epoch #65: loss=1.0334943532943726\n",
      "Epoch #66: loss=1.0479105710983276\n",
      "Epoch #67: loss=0.9944668412208557\n",
      "Epoch #68: loss=1.0933839082717896\n",
      "Epoch #69: loss=0.9820528030395508\n",
      "Epoch #70: loss=0.9195454716682434\n",
      "Epoch #71: loss=1.0784504413604736\n",
      "Epoch #72: loss=1.1673387289047241\n",
      "Epoch #73: loss=1.4584091901779175\n",
      "Epoch #74: loss=1.0119878053665161\n",
      "Epoch #75: loss=1.1180744171142578\n",
      "Epoch #76: loss=1.022932529449463\n",
      "Epoch #77: loss=0.9771516919136047\n",
      "Epoch #78: loss=0.9845561981201172\n",
      "Epoch #79: loss=0.946754515171051\n",
      "Epoch #80: loss=0.8663433194160461\n",
      "Epoch #81: loss=0.8369863033294678\n",
      "Epoch #82: loss=1.4174085855484009\n",
      "Epoch #83: loss=1.0867000818252563\n",
      "Epoch #84: loss=2.1715946197509766\n",
      "Epoch #85: loss=1.9403828382492065\n",
      "Epoch #86: loss=0.9847226738929749\n",
      "Epoch #87: loss=1.1571282148361206\n",
      "Epoch #88: loss=1.197954535484314\n",
      "Epoch #89: loss=1.2705610990524292\n",
      "Epoch #90: loss=1.1581566333770752\n",
      "Epoch #91: loss=1.2741535902023315\n",
      "Epoch #92: loss=1.1625574827194214\n",
      "Epoch #93: loss=1.2083772420883179\n",
      "Epoch #94: loss=1.286492943763733\n",
      "Epoch #95: loss=0.9883201122283936\n",
      "Epoch #96: loss=1.4438331127166748\n",
      "Epoch #97: loss=1.2022976875305176\n",
      "Epoch #98: loss=1.1906956434249878\n",
      "Epoch #99: loss=1.1317282915115356\n",
      "Epoch #100: loss=1.633573293685913\n",
      "Epoch #101: loss=1.056437373161316\n",
      "Epoch #102: loss=1.1245712041854858\n",
      "Epoch #103: loss=0.9339489340782166\n",
      "Epoch #104: loss=0.9046286940574646\n",
      "Epoch #105: loss=0.9031839966773987\n",
      "Epoch #106: loss=0.9174197316169739\n",
      "Epoch #107: loss=0.9468774795532227\n",
      "Epoch #108: loss=0.8966712355613708\n",
      "Epoch #109: loss=0.9625254273414612\n",
      "Epoch #110: loss=0.9753752946853638\n",
      "Epoch #111: loss=1.0647342205047607\n",
      "Epoch #112: loss=0.8793001174926758\n",
      "Epoch #113: loss=0.8750109672546387\n",
      "Epoch #114: loss=0.8216864466667175\n",
      "Epoch #115: loss=0.8204011917114258\n",
      "Epoch #116: loss=0.7762166857719421\n",
      "Epoch #117: loss=0.7563030123710632\n",
      "Epoch #118: loss=0.7800483107566833\n",
      "Epoch #119: loss=1.7152241468429565\n",
      "Epoch #120: loss=0.7688283920288086\n",
      "Epoch #121: loss=0.8218677043914795\n",
      "Epoch #122: loss=0.9287635684013367\n",
      "Epoch #123: loss=0.8058710694313049\n",
      "Epoch #124: loss=0.9033880233764648\n",
      "Epoch #125: loss=1.8554761409759521\n",
      "Epoch #126: loss=1.0607092380523682\n",
      "Epoch #127: loss=0.7661288380622864\n",
      "Epoch #128: loss=0.9559449553489685\n",
      "Epoch #129: loss=0.7776294350624084\n",
      "Epoch #130: loss=0.8544341921806335\n",
      "Epoch #131: loss=0.8082387447357178\n",
      "Epoch #132: loss=0.7479061484336853\n",
      "Epoch #133: loss=0.7856408953666687\n",
      "Epoch #134: loss=1.330152988433838\n",
      "Epoch #135: loss=0.7696474194526672\n",
      "Epoch #136: loss=1.1460094451904297\n",
      "Epoch #137: loss=1.1747844219207764\n",
      "Epoch #138: loss=0.7747675776481628\n",
      "Epoch #139: loss=0.7377902865409851\n",
      "Epoch #140: loss=0.723113477230072\n",
      "Epoch #141: loss=0.7800079584121704\n",
      "Epoch #142: loss=0.7629534602165222\n",
      "Epoch #143: loss=0.7485623955726624\n",
      "Epoch #144: loss=0.7318571209907532\n",
      "Epoch #145: loss=0.827495813369751\n",
      "Epoch #146: loss=0.7133532166481018\n",
      "Epoch #147: loss=0.6660556197166443\n",
      "Epoch #148: loss=0.8217985033988953\n",
      "Epoch #149: loss=0.6705449223518372\n",
      "Epoch #150: loss=1.3180187940597534\n",
      "Epoch #151: loss=0.7980318665504456\n",
      "Epoch #152: loss=0.6741287708282471\n",
      "Epoch #153: loss=0.806860625743866\n",
      "Epoch #154: loss=0.6792309284210205\n",
      "Epoch #155: loss=0.6910883784294128\n",
      "Epoch #156: loss=1.679441213607788\n",
      "Epoch #157: loss=0.9619139432907104\n",
      "Epoch #158: loss=0.7142673134803772\n",
      "Epoch #159: loss=0.8542717099189758\n",
      "Epoch #160: loss=0.8051084876060486\n",
      "Epoch #161: loss=0.7945225238800049\n",
      "Epoch #162: loss=0.8733831644058228\n",
      "Epoch #163: loss=0.8647900223731995\n",
      "Epoch #164: loss=0.6870039105415344\n",
      "Epoch #165: loss=1.2153538465499878\n",
      "Epoch #166: loss=0.7376770973205566\n",
      "Epoch #167: loss=0.722663164138794\n",
      "Epoch #168: loss=0.9888014793395996\n",
      "Epoch #169: loss=0.7045983672142029\n",
      "Epoch #170: loss=1.0629627704620361\n",
      "Epoch #171: loss=0.6527866125106812\n",
      "Epoch #172: loss=0.6869880557060242\n",
      "Epoch #173: loss=1.2771179676055908\n",
      "Epoch #174: loss=0.6513591408729553\n",
      "Epoch #175: loss=0.6592073440551758\n",
      "Epoch #176: loss=0.659925639629364\n",
      "Epoch #177: loss=0.7853101491928101\n",
      "Epoch #178: loss=0.7719148397445679\n",
      "Epoch #179: loss=0.7618039846420288\n",
      "Epoch #180: loss=0.8261350393295288\n",
      "Epoch #181: loss=1.1273541450500488\n",
      "Epoch #182: loss=0.7489430904388428\n",
      "Epoch #183: loss=0.7675535082817078\n",
      "Epoch #184: loss=0.625189483165741\n",
      "Epoch #185: loss=0.9919072389602661\n",
      "Epoch #186: loss=0.6943445205688477\n",
      "Epoch #187: loss=0.6303307414054871\n",
      "Epoch #188: loss=1.1183173656463623\n",
      "Epoch #189: loss=0.6827014088630676\n",
      "Epoch #190: loss=0.8281590342521667\n",
      "Epoch #191: loss=0.7287694811820984\n",
      "Epoch #192: loss=0.6082322001457214\n",
      "Epoch #193: loss=0.6239811182022095\n",
      "Epoch #194: loss=0.8329318761825562\n",
      "Epoch #195: loss=0.9944996237754822\n",
      "Epoch #196: loss=0.5993935465812683\n",
      "Epoch #197: loss=1.3974288702011108\n",
      "Epoch #198: loss=0.8491249084472656\n",
      "Epoch #199: loss=0.73160719871521\n",
      "<class 'numpy.ndarray'>\n",
      "(1, 3753, 32)\n",
      "(3753, 32)\n",
      "Representation shape: (3753, 32)\n"
     ]
    }
   ],
   "source": [
    "from ts2vec import TS2Vec\n",
    "import torch\n",
    "\n",
    "# 数据归一化\n",
    "from sklearn.preprocessing import StandardScaler\n",
    "scaler = StandardScaler()\n",
    "ts_scaled = scaler.fit_transform(ts)\n",
    "\n",
    "# TS2Vec 输入 shape: (batch, length, dim)\n",
    "\n",
    "model = TS2Vec(input_dims=ts.shape[1],output_dims=32,device='cpu')\n",
    "model.fit(ts_scaled[None, ...], verbose=True,n_iters=200)\n",
    "\n",
    "# 提取每个时间点的 embedding 特征 (shape: [length, hidden_dim])\n",
    "repr_list =  model.encode(ts_scaled[None, ...], encoding_window='pointwise')\n",
    "repr = repr_list[0]\n",
    "print(type(repr_list))          \n",
    "print(repr_list.shape)          \n",
    "print(repr_list[0].shape) \n",
    "print(\"Representation shape:\", repr.shape)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72eca32f-6490-4611-a234-fd343a0619ad",
   "metadata": {},
   "source": [
    "## Kernel-based"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "e3af1b1e-75d2-4964-bc33-88150f24a4f1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "自动检测变点: [842, 1137, 1298, 1426, 1544, 1674, 1819, 2092, 2230, 2355, 2448, 2599, 2680, 2847, 2957, 3112, 3191, 3350, 3471, 3607, 3753]\n"
     ]
    },
    {
     "data": {
      "image/png": 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ggw8wfvz4PCcLL51wnrefcSnEqaeeiqOPPhoDAwN46qmncOONN7rWKPu9V2bMmIFHH30UQNa43nfffbHvvvti5MiRePbZZ9He3o433ngD3/72t4ueWzKZxIUXXogLL7wQn3zyCf7xj39gwYIFuP/++xGPx/O0IDj8Gjnvu5EjR+alzXP8jPXy5ctx0UUX4amnnrI5r/g1IAiCqDfI6CYIgqgDPvroI/T09IjNMW/b9KMf/QidnZ2uv+PcSDvhn/Hb3/4WHR0dee9zo6xSDMOAoih47LHHXJWThw4dGsjf4W2R3nzzTVsEuRheas4sJ3L13nvv4Qtf+AJ22203XHfddZg4cSISiQQeffRRXH/99XkttIp9XikENUZTp07FrFmzSv77fqnkO48dOxbLli3DE088gcceewyPPfYY7r77bhx//PG45557pDhHIOsM4tfwy1/+MjRNw/nnn49DDjlEdBwo5V458MADcccdd+C///0vnn32WcyYMQOKouDAAw/Es88+i/Hjx8MwDFvWhB/GjRuHY445BkcddRT22GMP3H///Vi0aFFg87nYddy8eTMOPvhgtLa24vLLL8dOO+2EpqYmvPbaa/jxj39cdss5giAImSGjmyAIog7golPcwOaR33g8XtSY8kpN5am2Y8eOLfgZ/G/9+9//LvvvMMYwefJkfOpTn/L8fS4ItXLlSltkN51OY9WqVfj0pz9d8O8ffvjh0DQNv/vd70oWUyvEX//6VwwODuKhhx6yRfn8pna7MWnSJLz77rt5rztf8ztGlcCv+zvvvGPLKEilUli1alVgf7dQinQikcBXvvIVfOUrX4FhGPj+97+P2267DT/96U89nUeTJk3C3/72N2zZssUW7ebpy/x7VYsLL7wQd9xxBy666CKhgl7KvcKN6cWLF+Pll18WImMHHXQQbrnlFowfPx4tLS2YNm1aWecXj8ex1157YeXKlaKcwwm/Ru+++y4mT54sXt+wYYPvDAAnTz/9NDZs2IA//elPNgE4q1I+QRBEvUE13QRBEBHnqaeewhVXXIHJkyeLmt+xY8di5syZuO222/DJJ5/k/Y61hU9LSwsA5NV2dnZ2orW1Ff/v//0/V4Vq/hljxozBQQcdhLvuugurV6+2HWONEnr9nSOPPBKapuGyyy7LiyoyxoR69L777osxY8bg1ltvRSqVEscsWrSoYF0qZ+LEiTjllFPw5JNP4le/+lXe+4Zh4Nprr8VHH31U9LOs8Mie9dx7enpw9913l/Q5Vjo7O7F06VIsW7ZMvLZx40bce++9ecf5GaNKmDVrFhKJBG688Ubbd7zzzjvR09ODOXPmVPw3AO/7w6kerqoq9tprLwDA4OCg5+d96Utfgq7ruOmmm2yvX3/99VAUBYcffngAZ+3N8OHDcdppp+GJJ54Q41jKvTJ58mRst912uP7665FOp0XLrxkzZuC9997DH//4R+y///5FI9QrV67Mm5dA9jovXboUI0aMEF0EnHzhC19ALBbLa0nmvKal4HYNUqlUqL3MCYIgqg1FugmCICLEY489hhUrViCTyaC7uxtPPfUUFi9ejEmTJuGhhx5CU1OTOHbhwoU48MADMXXqVJxyyinYcccd0d3djaVLl+Kjjz7CG2+8AQDYe++9oWkafvGLX6CnpwfJZFL0Eb7llltw3HHHYZ999sExxxyDMWPGYPXq1XjkkUfw+c9/Xmy+b7zxRhx44IHYZ599cOqpp2Ly5Ml4//338cgjjwiDg0fkLrzwQhxzzDGIx+P4yle+gp122glXXnklLrjgArz//vs44ogjMGzYMKxatQp//vOfceqpp+JHP/oR4vE4rrzySpx22mk49NBD8a1vfQurVq3C3Xff7aumGwCuvfZavPfee/jBD36AP/3pT/jyl7+MESNGYPXq1XjggQewYsUKHHPMMSWNyezZs0Uk9rTTTsPWrVtxxx13YOzYsa4ODz+cd955+N3vfocvfvGLOOuss9DS0oJf//rX2H777bFx40YRFW5tbfU9RuUyZswY0TbqsMMOw1e/+lW88847uPnmm/HZz34W//M//1PR53P4/fGDH/wAnZ2d0DQNxxxzDL73ve9h48aNOPTQQzFhwgR88MEH+NWvfoW9995b1Ge78ZWvfAWHHHIILrzwQrz//vv49Kc/jSeffBJ/+ctfMG/ePJtoWrX44Q9/iBtuuAE///nP8fvf/77ke2XGjBn4/e9/j6lTp4ra6H322QctLS34z3/+46uem9d9H3744ZgxYwZGjhyJjz/+GPfccw/WrFmDG264wTMlvL29HT/84Q9x7bXX4qtf/SoOO+wwvPHGG3jssccwevRoX0KJTg444ACMGDECJ5xwAn7wgx9AURT89re/Lau8giAIIjLUXC+dIAiCKBnejof/SyQSrKOjg33xi19kCxYsYL29va6/995777Hjjz+edXR0sHg8zrbbbjv25S9/mf3xj3+0HXfHHXewHXfckWmaltc+7O9//zvr7OxkbW1trKmpie20007sxBNPZK+88ortM/7973+zr3/962z48OGsqamJ7brrruynP/2p7ZgrrriCbbfddkxV1bz2Yf/3f//HDjzwQNbS0sJaWlrYbrvtxubOncveeecd22fcfPPNbPLkySyZTLJ9992XPfPMM+zggw8u2jKMk8lk2K9//Ws2Y8YM1tbWxuLxOJs0aRI76aSTbC26eMuwdevW2X7f2VaJMcYeeughttdee7Gmpia2ww47sF/84hfsrrvuyjtu0qRJbM6cOXnn5Hb+r7/+OpsxYwZLJpNswoQJ7KqrrmI33ngjA8C6urpsx/odIye8ZZizrZUbN910E9ttt91YPB5n7e3t7IwzzmCbNm2yHePVMuyaa67J+zwA7JJLLhE/ZzIZdtZZZ7ExY8YwRVFE+7A//vGPbPbs2Wzs2LEskUiw7bffnp122mnsk08+KXrOW7ZsYWeffTYbP348i8fjbJdddmHXXHNNXostAGzu3Ll5vz9p0iRbWyw3Cn1Hxhg78cQTmaZpoh2Z33uFMcYWLlzIALAzzjjD9vqsWbMYALZkyZIiV4Cx7u5u9vOf/5wdfPDBbNy4cSwWi7ERI0awQw89NG8dcLu3M5kM++lPf8o6OjpYc3MzO/TQQ9nbb7/NRo0axU4//fS833W2NeT3mHVNee6559j+++/Pmpub2fjx49l5553HnnjiibzjqGUYQRD1gsIYuRYJgiAIIgrMmzcPt912G7Zu3eoZnSSIarN582aMGDECV155JS688MKwT4cgCEJ6qKabIAiCICSkv7/f9vOGDRvw29/+FgceeCAZ3ETNcN6HAHDDDTcAAGbOnFnbkyEIgogoVNNNEARBEBIyffp0zJw5E7vvvju6u7tx5513ore317PvOkFUgz/84Q9YtGgRvvSlL2Ho0KH45z//if/93//F7NmzhbgbQRAEURgyugmCIAhCQr70pS/hj3/8I26//XYoioJ99tkHd955p63NEkFUm7322guxWAxXX301ent7hbjalVdeGfapEQRBRAaq6SYIgiAIgiAIgiCIKkE13QRBEARBEARBEARRJcjoJgiCIAiCIAiCIIgqQTXdAAzDwJo1azBs2DAoihL26RAEQRAEQRAEQRCSwxjDli1bMH78eKiqdzybjG4Aa9aswcSJE8M+DYIgCIIgCIIgCCJifPjhh5gwYYLn+2R0Axg2bBiA7MVqbW0N+WwK826XHvYpEETVmby1K+xTkIJVQzvCPgVBrceklt+9nr+bG404v8K65vVwb8lwvwT1vWT4Lk6qfW/K9J2D+K719n38Etb3Dvt5tXOHFurf90Nvby8mTpwo7EkvyOgGREp5a2ur9Eb30D4yuon6pxV9YZ+CFAwdJs96VOsxqeV3r+fv5kYjzq+wrnk93Fsy3C9BfS8ZvouTat+bMn3nIL5rvX0fv4T1vUN/XrXKb3RzipUok5AaQRAEQRAEQRAEQVSJmhndP//5z6EoCubNmydeGxgYwNy5czFq1CgMHToURx11FLq7u22/t3r1asyZMwdDhgzB2LFjce655yKTydiOefrpp7HPPvsgmUxi5513xqJFi2rwjQiCIAiCIAiCIAiiMDUxul9++WXcdttt2GuvvWyvn3322fjrX/+KBx54AP/4xz+wZs0aHHnkkeJ9XdcxZ84cpFIpPP/887jnnnuwaNEiXHzxxeKYVatWYc6cOTjkkEOwbNkyzJs3D9/73vfwxBNP1OKrEQRBEARBEARBEIQnVTe6t27diu985zu44447MGLECPF6T08P7rzzTlx33XU49NBDMW3aNNx99914/vnn8cILLwAAnnzySbz11lv43e9+h7333huHH344rrjiCixcuBCpVAoAcOutt2Ly5Mm49tprsfvuu+PMM8/EN77xDVx//fXV/moEQRAEQRAEQRAEUZCqG91z587FnDlzMGvWLNvrr776KtLptO313XbbDdtvvz2WLl0KAFi6dCmmTp2K9vZ2cUxnZyd6e3uxfPlycYzzszs7O8VnuDE4OIje3l7bP4IgCIIgCIIgCIIImqqql//+97/Ha6+9hpdffjnvva6uLiQSCQwfPtz2ent7O7q6usQxVoObv8/fK3RMb28v+vv70dzcnPe3r7rqKlx22WVlfy+CIAiCIAiCIAiC8EPVIt0ffvghfvjDH+Lee+9FU1NTtf5MWVxwwQXo6ekR/z788MOwT4kgCIIgCIIgCIKoQ6pmdL/66qtYu3Yt9tlnH8RiMcRiMfzjH//AjTfeiFgshvb2dqRSKWzevNn2e93d3ejoyDZi7+joyFMz5z8XO6a1tdU1yg0AyWRS9OSOQm9ugiAIgiAIgiAIIppUzej+whe+gDfffBPLli0T//bdd1985zvfEf8fj8exZMkS8TvvvPMOVq9ejenTpwMApk+fjjfffBNr164VxyxevBitra2YMmWKOMb6GfwY/hkEQRAEQRAEQRAEERZVq+keNmwY9txzT9trLS0tGDVqlHj95JNPxvz58zFy5Ei0trbirLPOwvTp07H//vsDAGbPno0pU6bguOOOw9VXX42uri5cdNFFmDt3LpLJJADg9NNPx0033YTzzjsP3/3ud/HUU0/h/vvvxyOPPFKtr0YQBEEQBEEQBEEQvqiqkFoxrr/+eqiqiqOOOgqDg4Po7OzEzTffLN7XNA0PP/wwzjjjDEyfPh0tLS044YQTcPnll4tjJk+ejEceeQRnn302FixYgAkTJuDXv/41Ojs7w/hKBEEQBEEQBEEQBCGoqdH99NNP235uamrCwoULsXDhQs/fmTRpEh599NGCnztz5ky8/vrrQZwiQTQMusHw9iebsfu4Nmhq1bsHEjWgpz+F1qY4FEUJ+1SIgDEYg5ob177BNAwGDGuKgzGGtG4grmXn8LaUDoAhGdPQl8qgrTkR4lk3DowxbBlMIxnTYBgMzYlQYxoEQRCEZNBTgSAakMGMjh/98SW8092DtuY4Fh5zAMa2ugsPEvLTn87g1N89h+7efnx970k44+Ddwz4lIkD++Noq3P7sO2X97vmde+HQ3cYHfEaElU19gzjz90uxbuuAeO3Kr03D53YYE+JZEQRBEDJB4S0iUvQNZnDlo8vwz3e7ix9MePLa6g14p7sHANDTn8bSVWuL/AYhMy/8dy26e/sBAC+uWhfy2RBBs+j5lWX/7ovv0/1QbV58f53N4AaANz/aGNLZEARBEDJCkW4iUtz1/H/wzMouPLOyC0/+8LCwTyeyrNm8zfbzQFoP6UyIIOjKGdxANuWYqC8MxgAA586eignDW6AqClqb49gykE1nHjEkgU96+rEtnUH7sGa0JGP4wyv/xR9fex+6wUI++/pn7Zbs/PvspNFob23Gw29+iPV9gyGfFUEQBCETZHQTkeLtrs1hn0JdkNLtRvZghozuKJPRTcMqRWNZVzDGkMkZzvtOGo0RQ5LivXFt5nGtjtrtCSNaAABp3aj+STY4fP5NGNGCyaOHAW9+iK0D6ZDPiiAIgpAJSi8nogUFbQIhnbFvxFMZ2phHmYxhjt8gjWVdYY1Ux0oQPOTHZsjorjp8/sU0FYmcoF2KrjtBEARhgYxuIlKQKHMwOKNftEGMNtbxpKyF+iJjM7r9L4BxTcn7faI68GscUxUkYjmjm+YhQRAEYYGMbiJSqGR1B4LTyCZDLdpYDSvKWqgvdEsWQymt/Xikm9LLqw/PJoipKhKaBoAcmQRBEIQdMrqJSKGVEOkhvOGG2ZCEZvuZiCbWFGJnvT4RbdKWev2Y5n/9i+XSnK2lB0R14I6NmKYgHqP0coIgCCIfMrqJSEEmdzDwTWJzPKulSHWf0cYazaR04vqCR7pVRSkp00ekl+t0P1QbXaSXmzXdTt0MgiAIorEho5uIFIpl08kYbSbLhUdDmxNZo5vaCkUbq6GtG4zmRh1hrRcuBZFeTpHuqpM2zEi3qOmmjBOCIAjCAhndRKSwGhMGGRZlw1NWh8Sz6eWUghptnJkKFO2uH0S9sFba4zqukXp5rdBz62lcVcV1p1p6giAIwgoZ3URkSVPaZNlwZV0e6SYjLdo4o5lkaNUPlUa66V6oPnz+aaoqdEcoe4ggCIKwQkY3EVl0is6WjVnTnY100wYx2jjrdsmJUj+IHtAlKJcDpuhamu6FqsMdG3FNMZ0ddN0JgiAIC2R0E5HCuo2hTU35pJxCauTAiDTOVFaKbtYPQqSrBOVygNLLa4nIRtBUaApFugmCIIh8yOgmIoW1jps2k+UjjO4ERbrrAafThMSz6oe0XmakW6WWYbXC7NOtQNO40U3XnSAIgjAho5uIFFbjkCLd5UMtw+oL5/iRE6V+4GOplVrTzdPLSfui6mQsLcM0JbutMhiJfRIEQRAmZHQTkcJudJOhWC68h2yzUC+nzWGUcdbtknJy/WDWdJeYXm4RUqMWctUlY2kZZi0DIOcXQRAEwSGjm4gUuqMfMVEefJPYREJqdYGeV9NN41kv8LEstWUYP56BIq7VRoyRatZ0A7SuEgRBECZkdBORwlonR9G88uGbwUSMG910LaOMM9JNWSD1Q7mRbmvElVLMqwsfo7imQrPU3tO6ShAEQXDI6CYihc4o0h0E/NolY9Teph5w1nST0S0/flO+M6Kmu7THddxyPN0P1YXPP01VbLX39IwiCIIgOGR0E5HCmjZLG8ny4c4LHukmozvaOOcCjafc3LDk3zjld//EQFoveqzZA7q0x7XV+OMaDkR14Jkm2Ui3An7laR4SBEEQHDK6iUih21qG0YamXJyRbkqDjDY8fZjbWaRGLzeP/vsjrN7Yh+ff6y56bKZM9XJFURDnCuY0vytizeZtuOgvr+LNjze6vq+LEoDsesrHSsZIN2MMb368EVsG0mGfCkEQRENBRjcRKUi9PBicNd0UkYk23MhuEi3gaDyjgB+BM73Mmu7s73AFc7ofKuH/PbYML72/Duf88SXX9/n15ca2JnGP9Kf/04Vz/vgSvn/fc2GfCkEQRENBRjcRKawRWTIUy8dg2etIke76gG/uzRZwNJ5RwM8SJnpAl5hebv0duh8qY03PtoLvO7MR+H8NCZ9Rz77bBQDo3jIQ8pkQBEE0FmR0E5GCWoYFQ16kmyJhkYanlzdR3/VI4UdMjWcxlBPp5mJq1OmhMopNJ+7E5MY2HysZ52HpdxFBEAQRBGR0E5HCamjTRrI8DMbEJjKhkXp51NENJtKUudFNc0NerIa2n1knIt0lqpcDZtswcqpVRjHniO4R6ZbRMawoZHYTBEGEARndRKTI2CLdZFiUgzXlMZmLdBuM+W5hRMiFdR4052q6aW7IS8YyzXxFug17FLUUYhLXFkeJQrX3ViemKaQm73Unk5sgCCIcyOgmIgNjzLb5oehseVgV4BMxcwmQMSpDFCdtiWKakW4aS1mxrlu+arp1sx1VqfDfocyHyig0TlYnZl6kW0ZHJlndBEEQoUBGNxEZnNEGaotUHlbjOqFp4v/JiRFNrNG0plzmAkW65cXqEGE+EswrinTz9HK6HyrEe5yshrWm2Gu6dQmdXypZ3QRBEKFARjcRGZxGIRmJ5aHb0sutkW7amEcR7nxSFQXxGI9s0tyQlbRl/vkJhOqV1HSrdD8EgVLAUNULRrolXFPJ5iYIggiFqhrdt9xyC/baay+0traitbUV06dPx2OPPSbeHxgYwNy5czFq1CgMHToURx11FLq7u22fsXr1asyZMwdDhgzB2LFjce655yKTydiOefrpp7HPPvsgmUxi5513xqJFi6r5tYiQcKY/U6S7PAxbejlFuqNOOucsiWuKUKumyKa8ZKwlMj7WMJ4azqPWpcDTy2mtrIxC2mNuRrfM/dHJ5iYIggiHqhrdEyZMwM9//nO8+uqreOWVV3DooYfia1/7GpYvXw4AOPvss/HXv/4VDzzwAP7xj39gzZo1OPLII8Xv67qOOXPmIJVK4fnnn8c999yDRYsW4eKLLxbHrFq1CnPmzMEhhxyCZcuWYd68efje976HJ554oppfjQiBPKObjMSy4NdRVbKbRJ61SoZaNOEb+5iqWtKJaW7IijXq7KfWurJIN6WXVxvrtVVz1rkqcU03qZcTBEGEQ6yaH/6Vr3zF9vPPfvYz3HLLLXjhhRcwYcIE3Hnnnbjvvvtw6KGHAgDuvvtu7L777njhhRew//7748knn8Rbb72Fv/3tb2hvb8fee++NK664Aj/+8Y9x6aWXIpFI4NZbb8XkyZNx7bXXAgB23313/POf/8T111+Pzs7Oan49osY4N460kSyP/PY2KgzdkLL+kCiOGQlVLRE2mhuyYk0vT/kYp0pquk0hNZrb1cIQTkxFGLQxmVuGhX0CBEEQDUrNarp1Xcfvf/979PX1Yfr06Xj11VeRTqcxa9Ysccxuu+2G7bffHkuXLgUALF26FFOnTkV7e7s4prOzE729vSJavnTpUttn8GP4Z7gxODiI3t5e2z9Cfoy89HL5NjRRgNcZqkp2+pvRMLqeUSRjSS83+zKT0S0r1nlW9Ui3RuUGQVAoYO10YgKmoJqUOhlkdRMEQYRC1Y3uN998E0OHDkUymcTpp5+OP//5z5gyZQq6urqQSCQwfPhw2/Ht7e3o6uoCAHR1ddkMbv4+f6/QMb29vejv73c9p6uuugptbW3i38SJE4P4qkSVyU8vl3BDEwHyI92UghplrOnlZk03OVBkJV2i0U013XLDU8hjFqPbdHbINw+td5GfPvEEQRBEMFTd6N51112xbNkyvPjiizjjjDNwwgkn4K233qr2ny3IBRdcgJ6eHvHvww8/DPV8CH84NzDUe7Y83NLLra8T0YILqcU0FRpFNqWnppHu3Byn9PLq4Rbp5rXdchrd5nnKeH4EQRD1SlVrugEgkUhg5513BgBMmzYNL7/8MhYsWIBvfetbSKVS2Lx5sy3a3d3djY6ODgBAR0cHXnrpJdvncXVz6zFOxfPu7m60traiubnZ9ZySySSSyWQg34+oHc72K7RhKA+xSYxA/SFRHB7FjKuKxcgio1tWSo10Z4z8SKpf4uSEqTpuRjcfK8MwAGhuvyYFGd0Q9whBEARRXWq+2hqGgcHBQUybNg3xeBxLliwR773zzjtYvXo1pk+fDgCYPn063nzzTaxdu1Ycs3jxYrS2tmLKlCniGOtn8GP4ZxD1A7UMCwbeMsxsb0Pp5VFGpJdrqthAkwNFXko2ui1CeaVi9ummuR0UzpRs04lpjo8WEZ2MNK35BEEQNaOqke4LLrgAhx9+OLbffnts2bIF9913H55++mk88cQTaGtrw8knn4z58+dj5MiRaG1txVlnnYXp06dj//33BwDMnj0bU6ZMwXHHHYerr74aXV1duOiiizB37lwRqT799NNx00034bzzzsN3v/tdPPXUU7j//vvxyCOPVPOrESFALcOCgdLL6wuzT7cqxpSMLHmxrlt+xCC5M6ycSDevA6f7ITh0g9nq64UwpS3SLe+aasA8J+pYQRAEUTuqanSvXbsWxx9/PD755BO0tbVhr732whNPPIEvfvGLAIDrr78eqqriqKOOwuDgIDo7O3HzzTeL39c0DQ8//DDOOOMMTJ8+HS0tLTjhhBNw+eWXi2MmT56MRx55BGeffTYWLFiACRMm4Ne//jW1C6tDKNIdDE6j2+ztTNcziohIqKpQpDsC2CLdPuZcRszX8iPddD8ER8ZgiGn2nwGHernE2UNWQ5si3QRBELWjqkb3nXfeWfD9pqYmLFy4EAsXLvQ8ZtKkSXj00UcLfs7MmTPx+uuvl3WORHRwbhxpw1Ae/DqqoqabKxzTxjyKcCMuZo1009yQlrQt0u0/vTxehno5OdSCwboy6o46bcOhkQGYRreMzg7r2iDj+REEQdQrpKBBRAbnxpGMxPLg6ZDOlmG0AYsmppCapWUYzQ1psaWX+5hzQUS66X4IDueYufbplnhN1UvUFCAIgiCCgYxuIjJQenkweKmXUzQsmliFtmKkVi095bcMKyfSTfdDEBjM6iixX0u38ZE5rd96z8l4fgRBEPUKGd1EZMgXUqONZDmY6uWq7b8kTBdNzD7dZsswckjJS6rklmG8Zr/8Pt0U6S4fxpjt2eMUHzMzh9zUy+Wbh9a1gSLdBEEQtYOMbiIykHp5MOSrl8ubCkkUh49bXLVGumksZSVTZk13rJyabt4yTELjLyoU0xKJWnq59f6T8fwIgiDqFTK6icigO/qjkpe+PPLUy8UGka5nFElb0svNmm4aS1kpt6a7rEi3Jq/xFxW8jGznz1pE0sut0XdyxhAEQdQOMrqJyOA0CsmwKA9P9XIJN4hEcXjqcExVLGmtNJayki45vTzfqPOLiHTTWlk2+Voi7ka3GhH18kyBVHmCIAiiepDRTUQGpyFBhkV56My+ideorVCk4eMW11TRp5uMLHkp2ejWzfEtlZjExl9UcBrZeV00Itan2+qslvH8CIIg6hUyuonI4FSJJcOiPPLTy+VNhSSKk7apl5ORJTv29HL/6uVlRbrJCVMxXmrl4mfmbXTLOA/tRrd850cQBFGvkNFNRAa+gUnGNNvPRGk4W4ZppHAcaTIWZxSlE8tPWmeu/+9FEOrlpNdQPvmRbfvPRu5nTYlKTXdpQn4EQRBEMJDRTUQGvnFMxrNGNxkW5UFCavWFNf1Y5s0+kSVdotEjnCrlqJeTmn3FOOuevcqcYlp+yzAZ56HVaUD3BUEQRO0go5uIDKI1Um5zYzDaMJSDs68sCalFG5Ferprp5aRKLC8ZZo10l9AyrIxIN6nZV45zLjmvJc8Qik5Nd2nlDQRBEEQwkNFNRAZeO5fQKJpXCYZHn27agEUTayQ0RkaW9KRLMHp0g4EfHSujppvU7CvH+ZwZSOuO97lTxKWmW0LHsC3STSVFBEEQNYOMbiIy8A1CIkaR7krwqukmJ0Y0saWXa2RkyY51bAxWeN5ZSz60ciLdIr2cnDDl4jRMewfS9vdd+qiLMg8JjdpSnD4EQRBEcJDRTUQGinQHA7+OKqmX1wVpi9CWNdLNyCklJem8mmBvw8dqIMXLqOkmkcTKcY7Pljyjm5frRCPSbXXkkOOaIAiidpDRTUQGvllIcPVy2jCUhTPSHaP08kjDDaq4pohINwNtqGXFaXQXquumSHf4OK9dfzpj+1l3jXRzZ4dc150xZsu0IEcrQRBE7SCjm4gMTiE12jCUR15NN13PSGMVUotbNv6UYi4neerXBaLQ/FgF5fXppkh35Tivnbd6uTk+qqTilM7zoTWfIAiidpDRTUQGvkGgmu7K4BkCzpZhtDGPJqKPs6baoqGyRdmILPmGj/c4CeVyrbxHNXdQkpp9+TgNU+e80vX89HK+psr2jHJG7cnoJgiCqB1kdBORQRjdlsgs1a2WjrNPN6mXRxs3ITXAXg9MyEPKmV5eyOgWqculR7kBq0gize1ycY5PnhHukl7OS3dkc3w5HatUokUQBFE7yOgmIgM3ChOaJl4jR33p8E2jqpCQWj2QsdToq4pChpbk5EW6C6aXl9+jGzD7dJMDpnyc62Je324XITWemSCbUZsf6aY1giAqJZXRcc/SlXhx1dqwT4WQHDK6icjgTC+3vkb4x5leTpHuaOPMXOBRUUoplhOvmmA3nGNbKppGDphKyU8nd6+Ldo10S/Z8yot0S3Z+BBFF/vT6B7j3pfew4Km3wj4VQnLI6CYiA6+Pi1vqG2WrmYsCGUcNYoz6dEea/Bp9eXsEE6W2DKuwplvl+hc0v8vFOT75P+eXAPC5aEh2zZ3nLtv5EUQUWb1xKwBg/daBkM+EkB0yuonIwL30FOmuDO6o4MaZJqnSLuEPUS7AjW6NIt0y4zS6C61heoU13VZjnaLd5VFM8Vukl1uutazZQ3np5eS0JoiKUcpbnokGhIxuIjLwDYK1pltncm1qooBXOjI5MKKJYanpBkxnCqnRy0l+enkhITVe012m0a2SsF6lOOdRnrCanu8YkVUng9LLCSJ4VLK6CZ+Q0U1EBh6piWsU6a6EjMNI4xEa2aIyhD/y0stpPKUmL728kJAaN+jKTC+3tpCjSHd5OK+bs2zDzTFiRrrlej5RyzCCCB6r0U0ddYhCkNFNRAZRO6cp4Psb2jSUjm5QTXc94ZW5QJFuOSkv0l2u0W2ulVRuUB7cScK31V413VYHhybpmupcE0gThSAqxxrolm3OE3JBRjcRGawqsTzanZasD2oU0B2bRNNIo2sZRcz08tx48rlBRpaU5AupFWoZVpl6OUDCepWi59bFpni2rMmrxtst0i1bdkGxnuMEQZSONdJNe1KiEGR0E5HBurkRdauSbWqiQH7LMBJSizJc14CPZ1zUk9LckBFudPvJ1uGOsHiZ6eUACetVCl8Xk7Gc0a07I935Qmqy1nR7tTsjCKJ8FIvRnSKjmygAGd1EZMhY0qJFpDtDm4ZS4RsvSi+vD0z18uzPfFxJOEtOihlxbscGEumm+V0W/LlTTqRbNkdmXqSb0ssJomKsrfcoY5AoBBndRGSwpkVTenn56My+SZS1vQ3hD92RXs7nBj385SSdGxZhdBdsGVaZenn2d2mtrAQ+PtzozmsZpuePkbw13c70cronCKJSrHsn2RxthFyQ0U1EBuvmJk4KzWWTL7xFkbAoYzjVyyWNshFZ0o7IaSHDR4hHlimkBpjp5SSsVx78ucOdJM5ocWEhNbmeT8V6jhMEUTo6RboJn1TV6L7qqqvw2c9+FsOGDcPYsWNxxBFH4J133rEdMzAwgLlz52LUqFEYOnQojjrqKHR3d9uOWb16NebMmYMhQ4Zg7NixOPfcc5HJZGzHPP3009hnn32QTCax8847Y9GiRdX8akQIiAitZka6qX6mdLijQs1tEmWNyhD+yHOikENKajI80p0zuguVAQhHYyU13aR/URG6M9KdFy2OUp9uSi8niKBJU6Sb8ElVje5//OMfmDt3Ll544QUsXrwY6XQas2fPRl9fnzjm7LPPxl//+lc88MAD+Mc//oE1a9bgyCOPFO/ruo45c+YglUrh+eefxz333INFixbh4osvFsesWrUKc+bMwSGHHIJly5Zh3rx5+N73vocnnniiml+PqDGidlVRKIW2Asx0ZHukmzbl0SR/PCmyKTMiXTlWSqS7gvRyjcpHKsGZmeDV8i3mEulmkMvwpkg3QQSPVaCQ1lmiELFqfvjjjz9u+3nRokUYO3YsXn31VRx00EHo6enBnXfeifvuuw+HHnooAODuu+/G7rvvjhdeeAH7778/nnzySbz11lv429/+hvb2duy999644oor8OMf/xiXXnopEokEbr31VkyePBnXXnstAGD33XfHP//5T1x//fXo7Oys5lckaog1vVwo8pLRXTLOyIy5KacNWNQwGAMfNWe5AD385YMxJtTLvYw4K1bxyHIR9wM5YcqCb6ibRA2+R3q5ll/TDQAZxqCh/PELEue5k9FNEJVjnVc0p4hC1LSmu6enBwAwcuRIAMCrr76KdDqNWbNmiWN22203bL/99li6dCkAYOnSpZg6dSra29vFMZ2dnejt7cXy5cvFMdbP4MfwzyDqAxH10RQSUqsAZw2wrPWHRHGsD3jV6UShuSEd1mYLXkac7ficwVdRyzASSqwIft1MtXlntNhFSM3SQkimPXi+kJpEJ0cQEcXqOKV1lihEVSPdVgzDwLx58/D5z38ee+65JwCgq6sLiUQCw4cPtx3b3t6Orq4ucYzV4Obv8/cKHdPb24v+/n40Nzfb3hscHMTg4KD4ube3t/IvSFQds7+0Rb2cNg0lwzdeeZFRioRFDuumWaSXi5puGk/ZsI5J0kMN2358AJFuuh8qorh6eb7YnWqNdEt03a0t6HSDCQcsQRDlYxNSk2i+E/JRs0j33Llz8e9//xu///3va/UnPbnqqqvQ1tYm/k2cODHsUyJ8oFuMxThvg5Mhr2KpWJ0X2f9SenlUsW6a850oNDdkwyqa1uSrZVgA6uUqZT5UQn6fbvdoseYZ6ZZnXTWV2OUUeiOIKGLNuNQpeEEUoCZG95lnnomHH34Yf//73zFhwgTxekdHB1KpFDZv3mw7vru7Gx0dHeIYp5o5/7nYMa2trXlRbgC44IIL0NPTI/59+OGHFX9HovpYRYUovbx8vFuG0bWMGrZIt6NlmLO1ERE+1sycRKy4c0SIdGkU6Q4LvolOetZ05wup2SPd1T5D//B7IKEVF/EjCMIfuk29nOYU4U1V08sZYzjrrLPw5z//GU8//TQmT55se3/atGmIx+NYsmQJjjrqKADAO++8g9WrV2P69OkAgOnTp+NnP/sZ1q5di7FjxwIAFi9ejNbWVkyZMkUc8+ijj9o+e/HixeIznCSTSSSTyUC/a63pHUjhoTdWoymu4cVV6zCyJSmivzpjiKkKRg1tQmtTHCOGJDDzU+OgKHKIuZSLtWdtqX26V63fgt+9+C4mjGhBU0zDtnQGQxIxpHUDusGQyhhoa05AUxVs2jaILQNpDEnEMGJIEkMSGlK6gcGMgRk7t2P7kUOr9h1rQcZhdFsj3YyxovcJYwy/ffFdrOjqwZ7jRyCtG1i9cSsMlo0GcadI32AGY4Y1oTkRg4psOu2nJ4zETmNaq/r9GglbTXdu3Pjc8BPF0g0Di5auRCpjYN2WASRiKsYOa0ZcU/HS++uw76TRaM5F+BJbN6M1kZWE0hmQMhgMgyGuZVNVE5qKjQMZjGyKQVGAbWkDCU2BAqA3pSOmKmiJqdiaNqAoQEvO6GQA2pIavrbTCLTk/la9krHoKfhZw9xSl0uFMh8qI0+93BHJcq6nQHYuKsje21GJdKcyBh5b/iH+9dFGDB+SRGtTHIqSXU+G9PUgpipIGwwf9Kawz9gh6EsbMBjDgM6QMRjiqgKDMfSlDQzoBoYnYxjdnN1ixlQFKZ1BUwBFUbAtY6CZi6EaDJ/0pfFJXxqvdvfhqzsNx4hkDG1JDZsGdXyuowWfHz+sxldKTvoGM1iyYg3+/s4aTBjRguHNCaiqgpZEDD0DaSRjKuKqip6BFFRFwYghSfSnM2jeZpZQJlQFY5rj2JYx0JfWsXFAx7CEihUbB7D9sAQ6WuLiWcL3A5/0pdAUU5FQFcRUBf0ZA2u3ZTB2SAzb0gbW9Wcwrb0FAxkDGwYyGNEUQ8ZgGNMcw1d3HIHWZJ2v6yWml6d1A/9Y2YUtAykMpg28t64Xo4YmEVOz+6ZRQ5Po6U9hxJAkVCU7r1qSMQzZsgmDenaOjRkSAwPQnzawJa1jWFxD2sgKdX64JYXJbUm0JTV096WhKED7kDi2pHR0b0vDYMDwpIYtKQNvb+zHgdsNw/r+NEY2xTB2SBwHjh+GXUY0VfGKNS5VNbrnzp2L++67D3/5y18wbNgwUYPd1taG5uZmtLW14eSTT8b8+fMxcuRItLa24qyzzsL06dOx//77AwBmz56NKVOm4LjjjsPVV1+Nrq4uXHTRRZg7d64wnE8//XTcdNNNOO+88/Dd734XTz31FO6//3488sgj1fx6oXLHs+/gibc+9n18Wjcwe8qE4gdKjGHZ3JSiXp7K6Dj7gRewLaVXfA7PruzCrd/5fMWfEybiOjpaTAFZ0Z9iQbU7n/sP7n91FQDglQ/Wl/S3WxIx/O/3DhEbWKIydJbrua4owlnCN/9+5sadz/0Hf3ztfc/33+nuqfwkfbJhQMdZe7cXPzDCpHUzWyfmwzkSTE03ZT5UgrNPN28D5hSgdI6RpirIGEw4WmSA3wNcT8B66/3q78t97ykeWbU56FMT/PbtDbafNQV4+ujdAbK78dsXV+JPr38AAFj+yeZwT8bBEx+4Pyu6t6VxzrRxNT6b2mJdw/1kj9z+7Ar85Y3V1Tylkvj3hn7bz58a0YTHvr5rSGdT31TV6L7lllsAADNnzrS9fvfdd+PEE08EAFx//fVQVRVHHXUUBgcH0dnZiZtvvlkcq2kaHn74YZxxxhmYPn06WlpacMIJJ+Dyyy8Xx0yePBmPPPIIzj77bCxYsAATJkzAr3/967puF/ZJzzbx/+2tzejuzU6aL+w2Huu3Doj33vhoIwDgvXVbanuCVcC6AS0lvfyTnn5hcO88phUjhiQwJBEDlKyxoucidmnDgKYq6Orpx7qtA9i9YzhimgJdZ1jTsw0fburDOsu1jSq6Ix1Ss0TRdMOAphY2iNdtMa/Bbh1tGNXShNdWr8fwIQnENRUKFIwfPgRp3cBAWoemKmhtiuPZd7vRl8pg9cat+FR7WxW+WePhVk8aLyGdeEWXuVEaPbQJ67cO4MCd29E3mMH7G7Zgh1HD0BTXoKkKRrMU+tI6mmIqBnWGmJKNePeldbQmNGwc1DGQMTCiiafhAkPj2cj21pSOYYlsFgQDQ8YA2hIammMqHliZXaNW9w66nmM9kRbjpVpUxatd0031u5VgRofNdTFjWSczHmOUjRYyqdTL+T2QdOkR/3bXZvH/U8YNh6ooGJKIobU5jmHpfmwezIAxIK4qGNAZEqqClMEQU4G2RAwbBjIYGs9muwxkGFriqhmRY8CwhAadMfRnshkwmqKgN6UjYzBs6M/g/d5BjG6OY0xzDKOaY9AUBU980AOdAR9sSWFsfdttvvhok7nva22KY+p2I6EqWefJYEaHwRiGxLPbegMMjOWc6v3bMLo5hv9sGsDYITEkVBWKAgxkDMRUBUPjGt5Ytw1JTcGEYQkoAOK5MdqS0jGgM2weyGDc0DjaEjFsHsxgxcYBTGpN4OOtabQmVAxPxhDXFGxN6RjdHBdG+H976n9dt2YrpX3UdH+wYSuArCNvv8lj8OHGPvQOpNHaFMfooU1oScSwZTCN4c0JpA0Dus4wmNGhpQYwuikGTc1mkmlqdnyaNBVNMRVxVUHKMPDGum2Y3JpEWzKGNX0pfLwlhZ2HNyEZU9Ddl0ZfxsAuw5vwSV8ab2/sx0HbDcOHW1IY0A18vDWN9zZHf58rK1VPLy9GU1MTFi5ciIULF3oeM2nSpLz0cSczZ87E66+/XvI5RhVubF765c/ggJ28o0P/+9J7uHvpSvSnK4/yho1berkfo3tDX3YBmTRqKG7+9gFl/e01m7fhxHueqYsact3RMsxaL5oxGBJFft/IdYb+/sG744i9J/n+uycuegZrerbVxTWUBb6JVi0lAaWkEw/k1oUrvzYNn9thTMFjd9rySbmnWZB921vw439+iHX9map8vkzwNSyuKWZZR4Fx4nOlkppu8+9IZP1FCKd6OZC9lslYdo9jOkbyI93Q5aqlTzscCLplj7YtlZ1/Nx0zPc8pWq25X4yvPPgO3to4QM+MHPw6nNe5F2btNt7374Uxfk+834PvP/U+uvvSNf/btca6tvqJdPP9+E8O+zT233Gs779T7XHcmtbx6d/+GzoD+jMGmmM17SrdENAVjShpn/1bmxNZv0p/KvobWr3MSLfYaFTQ65ZvuAbTui9nkszwB4RTeAvwVyOfyikDJUpckEn8LnicPdcB+IqgcgYy2Yd/mOn+vN5vawDlH7Jjj3QXj0AHEenmWh8k8FMeQr3cEunmzyKbkKHDMcIdYbpEz4uMEIXLv/e40d2SrFkn2aKILiUSOS7ChD87ExXsZWrF0Hj2HLfJpCRYJTI2IbXi9yqfa0MS8sw1IKuzEs/tHzYPRt9mkBH5Zy7hCl98ixrduc10vUa6/YpWAKaKbzlY6/kGI/4QcUa6rVFSP+0uUjlDrdQHP4/WyRT5iTpu6eWxEkQGeaTbalDUmqbcfTHYAM4YawcGPyrzpjJ2BZFumncVIbITYioUx2vWa+p0jJg139U/R79kHDXdfP0wGBMlWDIZAnGL2Brhf98nA9yxMyDTBKgSdiE1P5HurEHbnJBL20ZRFCTF85jmXDWQf+YSrvhdfJuE0R1tr5U1jc8W6fZhAPvNCiiENRI4EHEHhtNQUxSlpOhoinvbSzTUSEU5eMRYKi6Rbh/XeVCCSDfPQBlogId82uI4FEJqBb63UC+vYO0SEXWad2XBr5tV/I7PLWsqqdMxImWkm9d0a3aj25p9lAzRAeckrpLRbSVKRjd3pg5EPEjhB+s64Ec7Qzi44vI4uDiJ3LilGuB5HAbyz1zClZTPxZcbRqmIL3zWtivZKFHp6eWVPKhUxVKDGfE0TTe1Xa2EFFR+L5V6PUtt80YUxzW9XBgGxR+agzkHUpgb7aZcRKSRIt2aanV0VTfSTX3bK0M4SrR88Turk1LzinRLZXQ7It25c7OuFZXca0EjjG4yAABYHN4RMLp5PfBApv7Hzjp/ij13GWOi3LNZoqwSTiK3jqUa4HkcBvLPXMIVv4ZkvdTROjc34nv52EgG5R0uxdCXGTM6al6PmEiF9J+unyyxpjtGG6jAcU0v9+lAYYxJsYlLiohI/d8XvH1UTFUsjq5CLcPMGvBy8dOajPBGtzg+nHOL/1dBfsswEemW6HHhVdPNWw8ClbWnC5oEpZfbiFSku0HTy4sJqQ2kdfCjZUsvByyRbppzVUH+mUu44ldQI1EvRrfVE6+VJqTGN0aVPqjiWr1EuvPVdkuJ4g+Kmu4S08sp0h04rurlPmt4rc6PUkXxgoSnlzdCpFu3GNF+HF1eytilYDq76v/6VgOR4q+qeUrwukj/zx8fKSPdDvVyw7B/D8C+loQNpZfbiZTRLdZ1ZstUrEdKEVLbliv1VJVwtVS8oPTy6iL/zCVcabRIt80TryimAVyj9HLAWpMc3cXIYEx4Wd2io36iYeWql5dSa0z4o1Cku9ict74fL9GBEiSNJNzCq3w0VYHmwwkVhAgk9emuDJHiryl5jsNCmQhaCdlDtUKkl4uWYbnadEuZikJGt7REyuiOmfdRPa/tVr0hoHhQoT/FdVRiUs01TkLlRjft06qB/DOXyIMx1nhGt2XRLrdlWKW1arE6uJYZx3V0/r8vo7vMB795/er3AVxrzJpfcyy4Q6rYWKZ0UxAwXkEf6ErhaYhpg0lloFSDjMW48eOE0gOs6Sb18vKwds1wZicUqrk3hdRqcZb+EEJqzvRyF0FGGYhT1M1GuXoqYdBkOcd6FlNzPrOKBWXMdmHyRbkBMzuW0surg/wzl8jDunmKF4k28sU56l4rqwCRopRndAeVXh5lw8Beu2ep6S4hdT6tlye+Rf2CgyfjEunW/Ea6LRu4MD3uSYvBX+8PemtmQqyEmu5K+nQ7FbeJ0rAKTzrF73Qfke6MRKm1/B7gAqt5zoMQnW9uUKTbjigrDLEcyC+aqoioaX8dG93O9btopJu3C5NQuRww5xw5uqqD/DOXyMOeFtoYkW5nRMFM8/Mv/BWYkFqEjUbD8Ip0+7+eg+Wml1O/4MDJuNzbfrUHZBBRA8yabqC+IyKAJdJtadNXyImX0Ss3hvyopBPuMMZsNd3OzgB+It0yLXfFI91ybQnJ6DbRDbM2OgqRbgBIxuq/dMgpnFYsKCPahUmoXA5QTXe1icbMJWw0otFtOCJ6pdQH8w1S5ZHu6EeMMh5GtzAAiiy0umGIh0qpxhpF3ILHLdLtJ4IKyFMfGFMV8PK/et6cAY6WYT6cI0FEuktxqBF2rBoY7url3kJ3moRp/WbniWykmyH7HYUgo0TK5YDZvijq+5cgKGXfJws8xbyeI93Ocrli8120C4vLml7O1cvrd8zCJBozl7DBF19NVYoqjfLF2eoljSJOwZpSNpLBRbrtyrVRhG+uFDgUr32mflvLFIqVNjgR6eW0gQoMt5rfmM/rXK4gXjXg0e56by/Dv56mqr7WMDehvFIpRXSSsKPbnJRqniHNnZRu6eVmpFue5wX/PknLht+waCnI1KMbMO9dinRH0+huboC2Yc5Id7E9FFcvl7FHN2Dt001zrhpEY+YSNkoxIq0b6ih7i51pfKW070qLerUKje4SeoPLithcOdJV/UZl0haPdektw/gGKrrXTzbc1JP9pvFzIbWw08sBM9213tuGuQmp6QW+cxAOQ4p0l4/1msW0fPG7QrXQ5ppa7bP0jxnpNu8nnTHxPWTq0Q1Y2t3RvWvbv8nmHPFCOFNlmgQB41xXi2UL9lN6eUMT/m6LKJlSNmLWY6JsdDsFa0pp3xV8pDvC1zEnpKY6avfM+tLC343Xc8dUpeQNWryEMSP8UUmkW5b0cqBx2oa5CakVMiiCiHT7qR0n3LE6dWOqkqclUij9X8ZIt7NlGJC9L/QC3yNMSNTJxLpey9hqyo3mXN3QQKZ+x88Z+CneMiwi6eUR3ufKjFwrLOGLUjbL1s14OsLeRufmU/NpJALW6xVQy7AIb17NdMjyIt0iOlpGSrKfvsREafB6MmsWh18lejO9PPyHP6/9G4zwGuWHtGUd87OGubWEK5V6aHUYFlZHhWoTvzNs/3VzikipXi6E1NyNbtlquklIzUQmJ6lfmhoivZwV/NkJTy9vkTXSzdPLac5VhejMXkJQSp/kUttryUp+erl/A1gIqVXoxa+HmmSdudfu8QyCor2dRZup0g01kSoY4esnG26Rbr8ZBeX2W68GDRPpzn09zbIuFxqnQkJdfvGbxULkY3X2Kkp+mzc/Qmoy7V0zunuku5AKe5gkqKZbEEWjO9kAQmrO9btY4GIgnWu5Kn2km+ZcNYjO7CUEpS6+9dCr25nGV06kO6ia7ihHar3SVf1uzEWf0DKupR8jgygNt/RWzWekW6ZNXCNERAC7ernmI+07E8Da5SeNnXDHs1WlXrxPN08vl6mWXqwXminCqjPDbIsmwVpghSLdJpU8e8OiuQG0OkpNL+drhgzPXTfI6K4uco46URCeJu538a2HSLczjS+Umm6hAhzdxchLMMdv33Me6U6WkV5eD33OZUMYcVp+pNvZysSJXOrluUh3Hdf+AdZME9VXx4BAIt1accE2wp18LRG7IS2cIgUj3fLc0+b5qjanD78H45JFuoXRHeFnblCYWWbhr9d+adIasKbbp5aKbKKFnCG5/cC2Os5OCJPozF5CUG6kO9pGt6NPdwnq5WJDUWmfbp9ttWRGXEeHEIuoPyyyuRnM8Jru0lOjeE09CToFB3/Ax23q5dn/N1jhNoFpidTL+TnUe6TbLqRWOBJqHT+3SKpf/PZtJ/Lx0hLJ69PtMofMSHfVT9M3VrV1u9Fd+X1WDSjSbSL2fRI4Sf3SCOUBznW12DqbkTzS3ZJLe9+W2+sRwSLnqBMFKdXoTtSB0e2M+JSykcwEFumO/nX0Sof0m15eSR1wPVw/2XDLXLBG3Qo5UWSq6W5qkJpum5CaVnjOWceuEhFIp6FI+EekXXtkWPkRUtMliXTrBhP15XFVFY5Xw2BSlZpYoT7dJrKOUSHiDSDK5WwRViyoEIQ4ZjXhke6+ND0vqoGco04UpORIdyz6Nd1OY9HqpWdFNjVpx8apXGI+o8EyozN75Ibj14kh6soqSC+PshCdbOgukTbr/xcytNISqZdzwZ16rv0DTCE11SLKZTD3jZrVGK8kAklaCuVjOrVy6eWaR6TbZXw0RTaj234/WZ0CboKMMpCgSLcgFcGabuE0qeN1vdSabqcjTzZa4mR0V5PozF5C0Jjp5faIQtxmWBQxFEVKHUW6i7cMK9ZmKqe8WUF6OaW5Bodbza/VACg0njJt4ppivKY7unPLD1YhNes4uUW7rfOkkg2aH8E2wh2nk5KPGb+WhVS/VXHdq36avrDeT3FHerlb60EZ8KtP0QhEM9Jd/06TUtPLgxL2rRZDckb3NjK6q4Kco04UpBHTy3WHcWE1Got7FoMxLkTEKMJpmjpzT21ybia9GKxAzEUIqUX4PpQNfm9b54OmKlDE+4VquuXZxJmR7vrdnAEOITXNuoblf++MLTJZvtFttlekeVcquu7+3OFj49UNAjAj3bL06bZmGGkeQmqyRd/M9HK6d2Var/3SCJkKzsy9YoKVekAaQ9WCP4tTNOeqgpyjThTEXHz9PSDrIdLtFHqJ26JERWpodHdDs1TqyXnhFeku2qebi2+Vk15eB04L2RCiLE4nio9rnaqgVCBomhpESM0e6S7sOLSmISpKEJHu+r621cBZf+lM1TfHyCW9XLIMA264qkr23ETLMINRy7AIEEWjuxHU5/mazpdzv0JqsqqXJxtEXyUsojN7CUHZfbojnLrppSILFDeCzdS5yha5eriOXgu+3/TyUtvVWYnXQcs12RA1p5ozc6H4tealAjJs4hIN8qDnS4fV6AHyxXiyx9rricslRim6ZVNcvZzPv/xni5kZJcd1N0uLHLoozLC0DAt/LbDCjbZ6FuLySySNbq3+x487M3nJXTEnmxhHyeYap1H0VcJCzlEnClKq6nA9RLqdNd2KoviOJKQDSudJ1JEgneqInPEIR/FINze6S6/ppj7dweNMf+X4iXSnJarp5n3f6/1BL2qElWz0ulDbMGdJTbnEiqikE97ktap0lOGYY5Q/h2IiTVMOg8Op/6BZI938e1bomA4aU4hLjmsYJjKt134RTpM6Hj8+d7jR7bfcsdIgULXgke56HrMwic7sJQSNKaTmLRhV7HsF1TKsntLL84y0Ij2DOSmheF1OpJvUy4PGrWUYYOkp76dlmBTp5dnzH8jU94PeNG54tNHbORKU4E4xlXTCG2etc8yhxlyoFjomWWo01/Mwo/b8vmDmM1Ky6FuCIt0CmVo8+qURygP43EnGudHtM9It6Tg2StZZWMg56kRBGlFIzVnTDVh7S/tUi6xwQ2Gml+sVfU6YeLUME2mTRe6RwUwFNd3UMixwRE23Yy3wUy4gHChlZC0ETUJ41+v73hDrmMK7MHiPU2CRbsvvU7S7NJytKr0i3W71mbKl9We80ssNJm30Le7TGdwIyG6suZFogD7r/N5sivP08iIdYCrIFqwFlF5eXaIzewkBRbqzOHumusGYmTpXcU13Ln0oyoYBV9Z01on6VS9PV5JeTqmCgePlUPIz52XaxCUlS8WtFhmH00srkJEQlKK0vW97fV/foHFqYMQczqxCfbpjkrVINBz3nmo1uj0EGcOmEdKT/SLTeu0XM9Id3T1TMfha0MTTy4vcq7KPo1VIjUnSeaGekHPUiYI0otHtlkYb85FCa+9NSunlXpFu52bSiyDSy+v5AVxrzL7pTvXy4lkgwoEiQXo5TyOt95Q2vnQ4jTi3cQpKUbqYSjrhje5wfJjlAFy9vFB6uVyOpIyz/ZliOgW8BBnDJt4AkVK/yG6sudEIfdb52s2fwdUs0asFScv9JcvaVU/IOepEQUoV1KgHo9sokF5eaCNpTWWu9GFVD+rl3i3DfD4wKmkZRunlgWO2/bJnHvjRO+AGuwzCPI2SXm726XaPnFpxtqsqF6toInUOKA1nJNvswODo0+0yh2LCySjHNec13c72Z7phWDJm5EovT6jmNWz0qBvvHBIto7v+nSZOIbVi6eWyO08SloxQyjAJnqqO+jPPPIOvfOUrGD9+PBRFwYMPPmh7nzGGiy++GOPGjUNzczNmzZqFlStX2o7ZuHEjvvOd76C1tRXDhw/HySefjK1bt9qO+de//oUZM2agqakJEydOxNVXX13NrxU6jRnpzk8v13ykRFu/M/Xp9hbe4j8bRR6OgxXUAfspByBKI+XRws2PQ4pHH2R4+CcaJL087XB6FVrDgurnqihKwdpxwhvR7cEr0l2gBEC2euRM3ncxy33495RhLbBiNQDqOVrqB9mNNTcaomWYi5Cal4OIMWap6ZZzHBOWtYzquoOnqqPe19eHT3/601i4cKHr+1dffTVuvPFG3HrrrXjxxRfR0tKCzs5ODAwMiGO+853vYPny5Vi8eDEefvhhPPPMMzj11FPF+729vZg9ezYmTZqEV199Fddccw0uvfRS3H777dX8aqFS6ma5LiK0LmnRvupWc5siVal88xqvo5ZhmrNlmM8NYiUpydZUs0aPWgRFykPYzmwZVki9vPyshaARKsV1vrE2jbicMJdDDdt+bHCb7EK144Q3zvRyZzlAIceIZonSyoCzvaDZR9yMdFf6jAyaOJVGCCJpdFscO/VK2lHTDXgHgmzljhI8d91QFMWSeVa/4xYWsWp++OGHH47DDz/c9T3GGG644QZcdNFF+NrXvgYA+M1vfoP29nY8+OCDOOaYY/D222/j8ccfx8svv4x9990XAPCrX/0KX/rSl/DLX/4S48ePx7333otUKoW77roLiUQCe+yxB5YtW4brrrvOZpzXEw0Z6XbZFGg+DEWzjq3yBU5EuiOsXm4Y7tfDjLgVq+kuPyXZWpuqG0w6pdwowjMPknnp5cXV6Em9vPbwjmjc6RUrUNaR1oOJdGf/DkW6y8GZXh5zPEsL9emWrce0s2WYuUZYhNQkM+hsRnedrw3FkEmDwy/cmSqL46ka6I70ciC7bsRcHqvWwJeskW4gK6aW0lnda6yEQWijvmrVKnR1dWHWrFnitba2Nuy3335YunQpAGDp0qUYPny4MLgBYNasWVBVFS+++KI45qCDDkIikRDHdHZ24p133sGmTZtc//bg4CB6e3tt/6JEyS3DYtE3uk3lVbeWYcVruoPYTHDjRJZNVDl4RWb8ODAA7xpiP1iNbBJTCwav3q1+It0ybeL4BqTeH/JOTYVCa5gzyloJfrsTEHaKjVfBPt2S1XQ7HdCmw8fwLDsKG01VwB8bUd6/BEEkI90NIITHx6U5YY10u9+rtnJHiceR2oZVj9BGvaurCwDQ3t5ue729vV2819XVhbFjx9rej8ViGDlypO0Yt8+w/g0nV111Fdra2sS/iRMnVv6Faki5fboH9ehGaJ3Kq4A16lAohdawHVsJ8RiPxkX3OnoJqfntee5VQ+wHazsaSnMNBi+nkh/ROi+DPQySDVD7B+RrUxRyjpgOssrHp1AaO+GN0xh1ZibouvcYxSSL8jlLtGIWUTi+HsvWMgxojLZTfpBpvfZLI6SX87nT5Ih0u8H3jnFNsQlcyoa1bRgRLNGZvQFywQUXoKenR/z78MMPwz6lkig90p3rL10PNd2WhcpXpFvURVa+wPFId11cR6fRbVGyLYRXDbEfNEoVDBxPJ4pWfKOakkgNt1FqyPL7dBdqGRbc+FCkuzyc6ePO8RKRbpfnS0y2mm5n1N7i8EkH6JwOGu7gbXRHbRQj3YkGiHTzNSAR08Afw15lPFEZQ9NZQvu0oAlt5Ds6OgAA3d3dtte7u7vFex0dHVi7dq3t/Uwmg40bN9qOcfsM699wkkwm0draavsXJUqduLx/4GCEa5Hd+oj6aXOVCVCh2apeHlUhMN0jjVC19GwthKm8WXp6uVVFudGjFkHhbAPEiZeg7C9FejnvaVznD/n8dGXvjISg1Muzf4dqusvBOV5OfRS3rhocP5lYtcTsKe5IL9eNQEsZgoYMgCxRMdis8OdQPWcwmQ4rxdTG8ZjzpqM7fB2VQog5V7/DFhqhzd7Jkyejo6MDS5YsEa/19vbixRdfxPTp0wEA06dPx+bNm/Hqq6+KY5566ikYhoH99ttPHPPMM88gnU6LYxYvXoxdd90VI0aMqNG3qS0izcjnZrkuIt0uqttCfbWQernubpSUA7/eDPK0gSkV3SNlteT08jINNXOjF83rJxsZD7EtrchGVTcMoZMgwyauYdLLhZCaPXLqZgwHaQhpFC0sC2d6uTPS7bWeApae3pI4aPPSyy1p28J5IMFa4CROpREAomp017+T3SpCWKwLTFTGULZ2h/VEVUd+69atWLZsGZYtWwYgK562bNkyrF69GoqiYN68ebjyyivx0EMP4c0338Txxx+P8ePH44gjjgAA7L777jjssMNwyimn4KWXXsJzzz2HM888E8cccwzGjx8PAPj2t7+NRCKBk08+GcuXL8cf/vAHLFiwAPPnz6/mVwuVsmu6IxzpFml+ljQ+P+JfQS5y1jrmqDowPFuGaT6N7gp7TJopjdG8frLhFWmLFzGy7Cqq4XvdrenlUc0i8YOIXmsOBekC6uWB6FGoNO/KQXcYozHHdSwkpKaJ7A057mengy4uSoqYJQouX6Q7QVkaACp/9oZBQjIF/2pgDew41wevY2UfQ+GQq+NxC4uqtgx75ZVXcMghh4ifuSF8wgknYNGiRTjvvPPQ19eHU089FZs3b8aBBx6Ixx9/HE1NTeJ37r33Xpx55pn4whe+AFVVcdRRR+HGG28U77e1teHJJ5/E3LlzMW3aNIwePRoXX3xx3bYLA0qfuMk6jXSXUtMdiAKw5XpH1euuexhpPPJWbGOT5kIgZUa6zV7d0bx+MsEYE9FqNU8Yz9/DH5DD656wRApTBhOR73oj41jHYgWcI4FGuilyURbO9dIUH7P36XZtGSZquuVY65ylKNZsmELfI2wSFOkGEJ0oqRUz0l2/646pvaEU1OgASs9SDQvZRCDriaoa3TNnziwYtVAUBZdffjkuv/xyz2NGjhyJ++67r+Df2WuvvfDss8+WfZ5RoyH7dIs0P0vLMB81c+kAa7rVXE1yWmeRVTDn19FppPHIW6FNucGYuJ7lRkedm1aifKwPdudmOVZkPPlaoCpKIDXDlZKwGNkpnSEZfvC9Knil+Lo5DoM0hPz0bSfyyXOSOJxZuu7dasucg1U/TV941adnDFZQEC5sGkEB2w8yaXD4hY+dzrL3nwzPmqCxrtPmnPdwdlfQ/aWWNEJZQFjIPfKEK+Ua3VFOz3JTafYT6Q5alZULYKRl2UmViJfaNd9UGgVF6SwpyZXWdEf4XpQFnVmNbo9It4eRJVv7GafRXa/w4fBqQWUlyN7Jfvq2E/k4BTyd5QBmLXQh9XI51jpnerl1jXD28JaJRJG1rFGIZKTbMi/qde2x7jGLifvK9tz1wqzpDvlE6hC5R55wpdTFtx6ii25p0SLSXchQNIJd5PjnRFVlmRtqeZFRH8ZwKoCU5HrIupAF63z2ahlWvHWJHJEHVVHEgz4liZFSDdIiclpcSC3IzgukXl4eum5/7mia3dHrbClmJSZZuySvLAtbpFtCo5uE1LJE0ui2PJfqVSTTuscUgSCPvTYvz5M+0u0j85EoD7lHnsjDYEw86EtOL4/whsst6iN6zxZ4GActEJOIuNFYrK9zoUWWawIoKP96FjMGCf9YMzzy1egLC6kFadAFBRdMqutIN7NHRgv1zw400k1dA8rCaaiamhT2Pt1uY2TWdMtxzXXdblibegKWSLckTjgr1DIsS9SNblnmQdBkLI45v1oqso9hTGmMbiJhIPfIE3mUI4BULNU0Cpj1TGaxZ7H2DNbfC2qR42nVURWl8zK6eZ/uQurlvI49EVOhKGUa3Y5NK1E+1rFy7vmLqcTL+PC3KpjXK/lCat4GRaEoaqnw+6FQKQ6RT37LsOx1NFhWZb9Q3b0mmXKzcCA47r2MYQSeERYk1L4ouxaUGmyRAVVREMs9m+rV6E4LPQS1qGCl2XJVbtESmnPVIzqzlwBQptFtiWJGtR0PX6ys39lP+6kg2+5Y/35Uve7FIt1+6uMraTHlp7c64Q9ruzCnE8QUzopOv1BudA/W8b3Bh0NVi0e6zVrBICLdJIxTDrqj1jnmqFHVIxTpdtafW7MfgsyqCJqEj2dTvSNbt4lSMPdMcsyDoBHq5aolvTwiZV1exCUrjaknojV7CZuAl98UX+siHVXPVSrXYzxpEfDyE+kWHvyAatUSoqY7murlYpOoeNV0F08vr+ShT7WlwcFbADlTy4HiIk5SGt28r3FE1yg/ZBxOr0LzIchId7FWNoQ7+XXQlmdpkbRskV3AIFr7hYnTQWBdI0S5iYQ13dQzOOJGd523n7I6R4sJVsr43HXDz96aKA+5R57Iwzpp/ab4OjcKUSTlEmUVqTwFvlOQ0SLATAuKanq5c9PP0Xyll1feY9JPmzfCH7ruPpaA6an2Gk9rSpwsNFJ6ueiVrHlHuk1xq8rXLjPDpH6vbTVwaoJYxyIrQFZASM3ymgwGh5nllD0v6xphqrTLF4GLk6PWZnQHpU9TK4RAZkT3nsWw6qMU25O67WNlpN4dJWEiz46L8EU5njJrKktU0wvNWhjze8d9RGeD9izWa3q5U5XXjSB6TNZD+zpZsKaXO9HUwvepWSogzyPANLrr894wGANfqfIi3S7GcCbA0phCKumENxmHoapa5ppeJL08Znvuhr95da4X/DsNZnTw05Mx0k31pfb1ulw9lbDg+896zWBKW/QQimUMpgMIXNQCMrqrh9wjT+RRTp8/VVHAl+moRjpSLq0WNB8GHF/8AhNSi3jLMIO5G2oxIRDknQopvLSVRLp9ZCcQ/vByoACWlh9FjG6Z0tySfG7V6YPeuhEzhbkKtAyrRqS7Tq9ttTAc6eWqogjRQt0w/Ee6JXjuZhxznq8Rg2mzVMqtVCVs6Jkh53rtl0SdG3BmNoxqKePxiHQHELioBZReXj3kHnkij3IWX0VRbO1BooirkFqRnoiAfUEMgrqNdDsiOG4E8eCn9PLgMMWPvDf8Uaotq/f0cpvRzRWkC4yTM8paCX5KcYh83FpO8vFIFUn51VTTQJdh85p2PAv5fwcyptEto8BTgrI0pFyv/WK2fAt/DlQD4RzVlKLOzaiMY72PWZjIPfJEHuWmhZpqhNF8cAlj0bIpKCYWBVQhvTziLcO8DDWr0e21ueFidhWllxfpY0n4R/fIWgCKK/sH3b8+COq9T7f1a/H5V6hvvV6gfKBUivWPJdxxc3zwtdL6DPByjIgyDwmM7jz18tx/+1NyR7rNrJ3wr2FYRMVYc6OeU5UZY8IwjavWmu4i2YKSj6MQL5RAALLekHvkiTzKXXyt7UGihq0W0qK6HSsiFgVUQUgt8urlHi3DLJstw6vHpEuv9FIp1JeYKI1CQmpm65LoeNz53KrXlmFu6eWiZZjLumyuXZWPkdmnO3rrf5i4OT54lsKgJULs9XyRqZ7VmfXljHSripwtw6jjhZzrtV/quf1UxvKVYloJLcMkr+lOUHp51ZB75Ik8yqnpBvz1tJYVw2WzCvir9Qq6prtu0ssdYiz2SHf1DDWqLQ0Os+bXJb28yH1a7jpSTeo9vVy3RA34dCvcMiy4bASz7VI0162wcBNK4wa2zej2GCM/rRhrRdqwO6D53B/I1XTLGOUGSEgNCKZzSFjE6ziDyaYqrylF53sQ2YK1gNr0VQ+5R57IwzR8StuIxSO86bJuVu1Gd/ENTdA13VxELB3R9HKvSLdVIMg7vbzy1Cgz4yKa108mCgmpFXNIyRg5Eenldbq55pGemAKhQKzVuKabIt2l4SaUxrOtBi3PANVDUVqUQEmweXX24tYcewKZSk2sJHw41+sdIYInqWOkEGZ6ef2NnzV6b0svLxbplui564Ywuul5EThyjzyRR9np5RHu06p7Rbp9RO+Djujx/opRVS8v1OKGb+69NubB9OmOrvNHNgoa3UUyCqy9RWWh3luG8a/llq3j2qe7TAerG5RhUh5uc4y3DeOR7piqeLZxikmUWussV3DOfZnWAiuUpWHN2JPTMVKIhERzIGjSjr1prMgealC0vqU+3Y2KnKss4UmlRncUvY02o9uyufETvQly45r9nIinlzNvQ63Y9QxWSI0W80opKKQWQY+7aBkWQcegH/gGJqHlOw7d1hNSLw8f1/RyIaRWPC2bb8JlyN7gawGf887sryC0A6pBnLI0AtV3qDVxicQEgyalm86QbJegwqUQ5Qoh15p6dpSEjdwjT+RR7mY5HuG0XuvDVrVsfsRi7qOmO+j08qiql6cLRDj9GmqVCalF9z6UDX4NC7UM80prldHoTkgkOlUNUtzocVHCdhPeqY56eX1e22rhml4uIt3F07KLbcJriTNq7zzveAD3WTWIeueVIHC2e4sS9dx+Ku1YH8R67qWlwgMXktfmJ1zaIhLBIPfIE3mUbXRL9PAvFZ1lv7Oq2Gvn/ES6g/YQR129vFCNe7H08kD7dDfwBiooMi6prxw+RkVVVGUyuoXgTn3eG3zTmXBxHLqty0GOEWkplIfbHOP/zwXICj1bYhJF+cT9JNrVRSvSHcXSuKCISoTUDSGkJsEcCBo+r53ZI55CamIc5U4vr3dR0zCJ3gxucCpOL4/gpovbDXltrnzUBwfep1tcx2guRoWuR/H08sof/HFKcw2MtO6d7l+sX6ipZCzPI8BsGRbNuVUMsUFzMeDc5lyQehSF+oET3hguRjffWPOa7kLjI9PzQjhcHerlHJnWAivxIhlYjUAmyunldZyqzOc1H5diQmpiDyV5pJtququH3CNP5MFVs8vv0x29B5cZ6XZsEopEZgFrHVtAfbpFenlEI92OtjFWYkUMtSCMgCgL+slGIWG7eJGMAikj3XXuXTejIvntp9w2adypEkykO7qZTmHi1pZPdUS6Cz1bZFIBFqmwufvJufGXVRk7yqVxQZEOeB9TSxINkF4eFyUbxcRoI5JeXufP4jCRe+SJPMpPLy+u9C0rXirNZipPgZpu7okMaEPBr2NUU2DTjrYxVkTUjRWr6a68ZRill1dOoZRD8+FfzOiWZxNntgyrz3tDREXc2h66bG6CTCmNstM1TDIudfVczNM0ugukl0tUTuNsO5Uf6ZZnLbDCHzeN7DByRlSjRD2LcqUcjqxizk0zW1D29HIuABn+ulVvRG8GNzjlp5dH19voaXRrhSOzQDXSyzXb50YJ3WAwmLeQWqGewUBA6uVizKJ3/WSjUNZLzBJdYCx/POVsGdYY6uVu6eXuke4g08tJSK0cxLPHmp3grOkuqF4uj8HhzHLKM7op0i0t9dGnO/w5EDQpR9q/ViS4lQogcFELRB1+nT6Lw0TukSfySJUZ/Yj7iArLitj4KKVHuoM2ukV6eQQ3ANaop5vHXPQMrqLidZS1BWSjULq/dXwNF6PbKaokA/We0iZahrlFuh0bUsZYwU4DpVKoHzjhDmOmk1KzlDYJITUfNd0yOTvSjqwvVVFsEXyZHHBWEhEWgfXLYJFyNRnLgfzSCOrlQpywyB4qKjXd9ZydEDZyjzyRR0MKqeU2Pmpeennxh7FbTV4lRLlPt/Wc3dXLC6eXmzXE5adGJXO/G0WnhWwUauFmTRV12+zIuIlLipZh9XlvFKrpdpYBWMfMrWa/VKiso3SszxXrfOIZQb7SyyVSL3cKqQH2zX8QremqQbFWllHnr//dhK8sXIwn3/rI8xi3sYsK8TpOVTZ1Euxt+NzW2YxuiL2s9OnlFOmuGvLsuAhflG10C29j9BY+kQqbl15ePO1M1HQHJaTGje4I9um2buTdhdQKi5wFUWPalDMQ+YaVKJ9Ca4HVqVLt1OWgMHuD1ueD3i293GvOWdfpIMaIp0d79Y8l8rHOG7eWYX7Uy2MSZW+49Ry3nrus9cL13jJs3tOrAQC/XPxvz2OC7GRQa+o5vdyZPVKo7ao10CB7pDte5w7wMJF75Ik8xGa5xEkrhNQi+ODy6rXtJ9Id9MPKTC+PntFoRv0VW79zTjGRuFSZyvlWknF7lIgon8JCaub4FhLpkmkTx1Pa6rZlmIvzUPNYw4I2uuMSRVyjgmG5Vq7p5aKm29uhK9N1Nzt5WI1uM+Ima6Q7HuGAQVBkHGnMUaKujW5Hn+5CmjWpTLBrejWpdwd4mMg98kQejZhennbZLACmV9Gw1N45cdtoVEI9pJd7RTSK1asHE+mOAShew0YUp5ATRFGUmol0BYVZ0x29ueWHVIFId356efZnzcNBVipmP/D6vLbVwDu93KFeXsAB7uVUqTW6wUT0zTrnExGKdDfyvRvlPt2JCIv4FkOol+fu0UJitCndbDEYxJpeTcxSr/obs7CJ3gxucMrdLCdzG4MoGjtexqK1NtItmmcwc6MRVE03r8VJRTC9XDggPK4Fr7dOe9wjhfpC+6UpTunlQVGshZuoJ3UxYuU0unntX30+6N167Vqzdawq80GPT7HSESIfvl6qCmybZH4thZBagWeLcNKGfE+nLGu6db2wruWyRlHrOVLqFxnXa7/U8/g5W7nFCjiIotIuDLCLmrp1PyHKJ3ozuMEpd/FtjmcjjFE0djIeEVbNsklwW+SsDgZSLwfSmcL17fz6Dno4FIKIdFvTy2kxr4xipRNxIdIVkfTyOhdv4Ru0hGXdsraiso5T4Ea35p31QLjDFYidrSrL6dMd9j09YHkWJi3Ci/aabjmjb9Rm0nTYyTpGhahnozvlyKQsGOmOiHI5YM/GqsdxCxP5R5+w0Z970HMj2i/NuQhjfzoT+DlVGxHp9lAvB9wXuTWbtwEAWpviGJIIxrvIF1drul5UKKbkXjS9PICabp5ezhDNFH2ZKGaYaQUi3UGXXQRBvbcMy7ikl8dtgnfVM7rNspj6vLbVYDCXDpp0dAcQQmq8prugennOYAzZwWgtRbFG7a0OVJnWAit+tFvqHX6vOe/FKMDXu3rU6hjIBTJ4Jmmh1ow8vbySoEWtsJ4jGd3BIv/ol8DChQuxww47oKmpCfvttx9eeumlsE8pcLalskZzS6I0o7spZ6T3RzDS7RSr4GTrHbP/n3JJid7QNwgAGDusGUpANTS2xShiRmOxjbyZOu9+jxRLZ/ZDU9z83ShmXchEscyDeIHopoyR7mQdt5YBvFqGua8nQY8P7xowmNE99S8IO4Pp7Bh4Gd0DmeyzuNAY8ffCNjh41leT47vYIt2SppfzDJhGjnSXG2yRAb7e1aPxNpCxrxGFMoqCaLlaKxIWx3C9OsHDQs5Vtgz+8Ic/YP78+bjkkkvw2muv4dOf/jQ6Ozuxdu3asE8tULjRPaREo7s5F+nlvx8lvCKsiqKgJRkHAGwdzP9e/eJaBbfIWQ1OL+NUVopFN5tENoRXTXfxdMpiaKoqHsIDEbt+spEq0rIoViDVzdRJkCddsd4j3W5CanFNFVGSrYNp8XrQRnez5XnRn6J55wfuFOTrIocb3Wa7IO85NKwp+3zqcXk+1RJudDsdpokIpJfXe59u61X3KrnaVoW9TK0wy4bqb/y25famfI0onF7OsxXkN7s0VUEsd2P2R1C/SGbkH32fXHfddTjllFNw0kknYcqUKbj11lsxZMgQ3HXXXWGfWmAwxoRx2Vzi4jtiSAIAsGlbKvDzqjaF+qEOyxndWwbSee+V66AohKaqGJrMft7GbYOBfW4tKGZoDRf3SP73YoxZIquVPfh5ijlFuitjUNSIuY9HzCNClMoY2JYzvLhRIAPNuc1If8aIXOmGH9z6dAPAUOE4NNewm55+CwBQwJ4riWRMFZ8VxRKjMBjIuKf0On8ulC7a1pxdUzf0h3vNtw7kMuSS9mdh0uJQaJI0itqk8S4l9fnMGJow7x+eneeEBxCaA9zL1Io2vl8aqL91h0e6eQaJSC8v0DIsCunlADCyqX7HLUyiN4NdSKVSePXVV3HBBReI11RVxaxZs7B06dK84wcHBzE4aC5uvb29NTnPSugbzGDqpU/AYFnP6NhhzSX9/qiWJgDAR5v6cPq9z+HnX/+sMLKs6IaBnz/xL2zsG8TPv/5ZKdJPn3uvG4D7dx7WFAd6gPl/fBGtDgOCGyVBP6g6Wofg3XW9uO2ZFbjq6591PWbN5m247m9voqN1CM754p6BpbdXwuK31wDwTiMc2ZIEAPzt7TV4adU623sM2U0PUHn0rSUZw5bBNH7whxdw9wkzMGJIMu+Y/1u5ETe+3o0z9x6Loz81qqK/FwQfb03hh3//AF/daQSOnzI67/1nP96CK174GMftPhrHubwfNIMZHf/p7gEAjB3W5HoMT10+548v2eYGE+OoCKeVDIxuiiGhKUjpDMc/8V9cdvS4QObN6x9uwK3/eBvH7b8LDty5PYAzLR3GGP758RYAwBBHpKO1KY4NfYOY+79L0doUx2DGEI7GoJwPiqKgOR5DXyqDVeu3YL8Qp9TPX16DFz/Zit8cthOGOZzHjDH8v5fW4IVPtuKGmZOw03D3e7sWvPXJJgD5ke6ONsdzqMAtOmZo9vz/uWYrlm/Yhj1GDQn0HP2yasMW2/lwxreZ5+O1joTNsISKEUkNmwZ1nPX7pbj1O5/PE7crha6+NM76+/vYt70FP/7s+ADPtHR0g2FLyjTQvn3n03n7GMaALTmHnPO9KDCuJXvO7/emcNIT/8UFR3ZUNH4AsGR1D65+5RMcs+sonLTHmCBOsyy6t2XHhTuvuAP1o83bcNRtS2xLg1meF41shTFD4ljbn8FFz3+EqyftWPGYAcCHm7bi8keW4Yu7jcc3990xgLOMHuFbVAGwfv166LqO9nb7hqq9vR1dXV15x1911VVoa2sT/yZOnFirU60Ivv/aY/yIvI1AMcYPH4Kdx7YCAP67fgve/Hij63Gvf7gR//hPF978eBNWrd9S0fkGQd9gBm9+nN387LndiLz3D91tnPj/3oG07R/fuH5qbFug53T4nhMAAK+u3uDpeV/89sf418eb8OTbH3t6r2uJbjA8szI7F6bvONb1mH0mjhJGmPNa8kyCcW3NFWcOzJ6yHYBsJsLyNZvz3meM4bxnP8RHW1O4e/n6iv5WUPzknx/i9XXbcNkLH7u+f/4/P8R7PYNY8Hr+elMNnlnZBQZgeHMCE0e0uB5jHWfbWOY2cFPGjZDCGcTRVAVfmJhdo174ZCs2BjRvfvynl7Fqw1b88bVVgXxeOby1sR9vbxwAAHTuYF+PvjhlO7E5s65bAHDkZ3YI7Bz22T5raS/9b3glV5sHM7jjzXX41/p+vNzVl/f+x1vTuGv5ery1cQD/t9L9GVUrVq3fCgAY6XAKfm6HMbY1cJcCz5cp44aL///bB+E595evyT5DJ44canv98zu1ozmuIaYq2L1jeAhnVhxFUXDMrtl794ONW7F2S39Fn/erZV14be023P7mutD1DV7uzp8Dec/e3Ho9adRQbO8YvygwcVgC+3Vkn1HPfLwFH27aWvFnnvq39/Hu5kHc8Wa45aNvbczei+2tWUfcDqOGYveO7HqwxTGOvGxv5zGt4ZxsiXwp95x6c31/YLbALf9YgQ82bMVvXng3kM+LInUR6S6VCy64APPnzxc/9/b2Sm94N8c1/G3+QXh/nWHzTvtFVRTccPR+OPk3z6J7y4BnimFX7zbx/+u2DuBT7cEarKWyfusADMbQFNfw+Z3yo1Rf33sHHLRzB/o8atUTMRUdrcFGF76y1/a49ZkVSOsGunq3YYdRw/KOsRoMa3q2YfTQcKMIm/sHRdTsWx4exlFDm3DPSQcVNHbaW5sr9nj+z34749mVXVi1YatrXby1Zdn7veE7LADgw62FyzJ4+uimQR2DGaPqdVvdvdmH/fQdx3p6zk864FP48tTtPef6dsPDiboV4sZDJmGXu/8FIPhU0rc+2Rzo55XC2m3ZMdhtRBN2G9mM9yzvfWOfyTh01/G29HIgm5ocZGTrMxNH4dl3u0N1An6y1fyOG1xKgt7rGbD8f7hz/6NNWYOIO1k52w1vwX0nz8T6rQMYloxjREt+pg4nEdMw99NjsfCNtejalv99awUvK7M6AQBg93HD8b/fOwQZ3UBrc37mmyz8aN9xuPVfa8FgpumWi7VGde22DDpawosev7s5e79/bocx+PbndsS2VMYzi7GjtdmmPB8VVEXB7w7fCZ+9bzk2D+r4pKffdc/kF2vde/e2DHSDBRKFLec81uXWde6wUhQF139zf3zSs801S0lTlbL272Fw+qfbcfdb67G+P4NtAZUk8b1lSjeQ1g0pMmlrTV0Y3aNHj4amaeju7ra93t3djY6Ojrzjk8kkkknvB6WMqKqCnccOg6GXvxFNxDTs2jEc3Vu6RE2nE+tGd/3WAddjagmvmy6U+jZqaBNqnS05YkgCa7cMeBoG1rrozRLU0W/qy57DyCHJgg+oocm4SJGqJmNbm7Fqw1bXnuDWnuuDOgNjLPSIbH/ae6PHGLMps67tT2PisOquLzzzoJhRNkbSlFEvVEXB2OYY1vZnItlpwYvNOS2O0c3uj9yRLUlR3lEtuFHV2x/eerS23zQ8Nw7kj+82yzwLuw6aP3vc5tCQRMx31HG7odnrvjZEo3tzbsyHuxjWQWqeVJNRQ5uwfuuALROkHKyPnI+3pkI1ujcNZr/LqJYkpozLz+SrF1RFwW4jm/HCJ1srdqY6nwtd29JijtWSrWlDiGNaSzVVRcF2w92zz6LG6KYY1vdnhJhxpVgzdDdvS0VufxIEdeFmSCQSmDZtGpYsWSJeMwwDS5YswfTp00M8M/kQ/bo9IsNWZdv1W8I3ujfnNj5udb9hwj10GQ+lZWv7n96B8I1u7mEc0SJHNCNpaWHkxOkh7pNAPdN6Rk6FWect0L2t+sYCj4oOjWCNXzGG5NrKVUPwy0sduNpszm2u25LhGTjcQdPrEmGuFb2W58ugi9iQ1Xm1LkSjO5UxhGPLmV5eKsOT2bWuJ0TV+J6c0d0mcTS7GDx7qNJIt/W++7hIBlO16c0542QStKwWvFuoXqEKvbMDT1hjyAXGmuJaJPun+4F3FAmqPa5V1HVzvxxZjLUmGi5OH8yfPx8nnHAC9t13X3zuc5/DDTfcgL6+Ppx00klhn5pUcFExryiSdaO7ToZItyVCKxNcpMprMbIajr394W1yOTylVJbraG6gihvdvYM6hpaoYRA01hYgaYOJh5HzPaA2ES3excCpRlwPcKGxakS6t6Uyos1gLenJGd3cAAsDbnCF6QS0ika5tYazG93p0LJc+IYwpioVO7a4o4XfA7VGN0wHglukOyoUctSWgtXoDtOxA5iOmFpkl4VNXOV7psocn06jO6x5xf9uFMXt/MKV1oNq92bdL8uQARoGdbNj+9a3voV169bh4osvRldXF/bee288/vjjeeJqjY5oaeAR8ZEtvZynabsprYcJj3SnPby2VoGWnhDTOTk8VbLaKax+MTdQLunljnuzN6UjXI1ZYEB3Gt3mexnH+XbXwOjmG4+WRP098IOKaHE0VRGOnM39qVCMbp5e3hai0c03h1sG0jAYC6U+dIsl2pt26x9veW1QZ9iaNvIUzmsBL8cZPiRZ8XUakRvzzSEZB9zpqwBobY7uehEPyAAY1O2OnTDhhltjRLpze88KI93OQMeWkDJINjVAlkIy4Ei3dX2PYvviIKgboxsAzjzzTJx55plhn4bUaB69eznWySWD6vYmyYxFDn+A+Il0u/UQrzU8vVyW6yg2UD4i3WF5sjmMMdGPE8hG6KxlgM5Idy2M7r7cA39oHUa6E0XmVikYjEkxF81Id3jjNawp67g0WHajGkaqezGj2zmX1vdnQjG6hZMyAGevGenOhBK55/Xcw5ri0DzaRUYB7oyrNNJtXcvXhx3pbiCjmwd8vAIVfsnLhAvJ6BZjV8dZCkGnl9si3RIEo8IguiswURa8R7NX/1fr6zJEaLk3TN6abg+jW7JI96ac0T1KEqObp+e7ZVzkGd0h1kIC2Si39YycxoLTUFhXw5ruekwv5w/6TIWbMyB/foZVz2zWdIcX6U7EVKHp4SZiVgu2pv1HugFgw0A4RhF39hZSJvcLLynQWVZ8qdbUQz03YPY3dnPUloI10r0+5Eg3Xxfq0XnqJC4CPpWllzv3B2FHumVW/a+UhFq4jLJU7Onl4Qf1woCM7gZDRLo9NrTW17cOZgKbbOViRmjlWthKqumWIdItWcaApvBUMxejmzkMpZAj3c6Her7RbT++FoZCXx2nlwf5oHfWD4Y1F2Wo6QbMDSJPd6811qiUW22ns857Y0hGN683DKIGuimmijTNMLJ26sXoLlSSVApWR2/YkW5RdhLxsfFDvMje0y8U6a4dVRVSa9D0cjK6GwxN9TZ2gPyoXZjtZQBLxEHSSLeXKIhsNd28VECW6xgrcB86PeGbQjIQOE6j22kYOOfMpiobCoyxuk4vj2uFS2BKwbnB2xKSiBi/h4eHkCpthdd1bwop0m0VUvOTXh6W0d1ToMVWOXBnSxhrWdDfJSwSAWk9WO+7sAw2ILuO82dFa1O0x8YP5rpeWaTbuaaHNYa83VuUdRKKwYMjznW5XKzG+yaKdBONQCnp5UC4dRe6wcSGQRZjkcOVOL28tjJFuhlj0tV0qwW83garrRFbDGd6e8pxzk4htWpvrAfSurhGQ+rQ6DZruit/0DsN9y0hpZNy43GkR5/uWiGM7pAcWaUIqQHh9eoW0eGABDzDVDDnEaWoR1OTAaWXW5cEqxOo1vSmdGRyt3vUx8YPsSpFusMaw54GEFILSvyOYx07qukmGoJiC59zkxpmCkhvfwoGA1RFvodSvIT08m2pcNP0+yx/X5aa7kIZF87XNoWcXu6MtjmNwfxId3XPl6eWq4qCpjrsDxoPMKXNqXQcxoO+L62LWt6xQ8LdoJnp5WFFukszusOKdHNHaVARyOFCwbz232dzwA6EsBBCahWuC9b1emtaB/Po5FJtuK7C0Lgqovj1jJleXmFNt0t3kzDgz/l6bhlWKCOxHKwBlUZVL6//mU7Y0ESE1l96eZip0XxStjYlhJEmC7EiKbB5dUch9sblUe6hyZgQowkbkXHhQ0gt7Ei38+97Cak15e6JbRnDppAbNH2WHt1h9DCuNokiWSSl4PyMMB70PFrbpCmh95s308tDinTbhNTyx5fPLb7ch51e3hZQ6mhbrqwg3JruaBsHQQmpWTOTDAb0VXGtLgS/t0fUYbaSG4kinXP8Il1Ndx2XBnBfUFDp5U6hZmdWYyNARneDUaymm6eR8K18mEY3V2iWMX0nVqRnqHMx6Q1RJXWDZKnlgOU+dEkhli/S7a+me3gyJrz51TQW+Lyox3puINhIt7N+cGPfQMWfWSr8/h3ZFP548YyhsNLLiwmpcaO7PZcREJZ6OX/uBaVMPCI39mFkGNRLTXcsoFaCebo1IT1f+ByUYV2oBbGgIt25PSp3zIWtXl7PQmoivTyAZzFj9i4wusHEXqaRIKO7wSiWLsIXxFFDmwCEW3exRWKjO6EVzhiQMdItU128uA/dIt0O9fKw6jo5eenlHpHumKpgRA0Ek+pZuRwItk+38zM2hhDpFhEtCTbXYQqppQ1WVEiNG+IdOaM7vEh39tkTlKHKW8WFEekOOlU+LIrp0fjF+cy2Zl/UEnNdkCP7rNoErV7OMwTCjnTXs5BaUI4SID8QBTSmgjkZ3Q2GpvkTAOO1v2Ea3X28F3Ei/M2qk1iRtkbcmOR9cXtCjHTLJqIGFBZS0x3p2t3b0qHV3QH5BrS30W0aVtU0arYM1G+PbsDcnAVpdIt05b7Bmt9LvI53RMjtwgAzFTKM2mJnSnuqgHp5e0t4RvdAWsdghtdrBlTTnUsv35yq/ffhWVay6aKUSlAGgFivRaQ0pPTy/gaNdAeUqTAy56zYkqp9XX5/xhACq1HPIClEUOJ3gF3AcGQuAERGN1H3FI905wS3hoY/KbYM8LZI8nkSuZCa1wPE4N7Y3OISZqSbt2YYKVGkW1O8oxb8tfFDsw+zbRlDCFGFgTM65Swp4Aq0MVURG6hqGgtmG736fNgnA2otA5jr2ZhhzQCyRnhfjQ0f7oCRIdLN63qdJRO1oJggIZCfXr5xoPYbat4mM6YqGBJQi7ew1MsZY+LZE3XBJy0gA0CUA+XmY1jpyRslKjupBYmA1nUR6c5dN51l9wi15MMt2Tk1LKFKmYkZFPEAhdSske6REgT1woKM7gaD990rml7ekk0vD7Omm0e6h0q4qMWK1J3ySDc3jMKs6TaFdOQx0vj1K2R0D4traM4peYSVZgrkp685I3Rm5EQRqYLVTC/njjCZygWCJKg0RMA07FoSMZExwzM/aoVc6eXhRbqd9dlu6eW8HR83up0p6bWgZ8BcL4MSKjTVy2tr4PWndbE+BVWfHhZcBNZNB8QvjDHhJOXpyaEZ3QMNFulWgk0vHxrXRLZCrVPMebuwUU31KWbKCbJPt9Xo5in5VNNN1D2xIunlPHI7OhfpDtPo3iKxYJTflmEjWsK/jj0SphcWcv5wh4WmmilkYRrdPDqV8xPkRejSIr1cwcgkj3RXbxPAI93D6zTSnSgiUlgKfH7GNVV412ttdAvBJAnSy/lmZ/Ng7SPIfA7zLaqb0c0DVsMSKlpyDrdai6lVY71sC6llGH/uJDQVTSEr51eKcNRWcN/aom2W9OQw2CSM7miPi1+4QGZQQmoxVUFrbl7V2ujmmXdhd6OoNmZmbBDp5ea48+yAbSGU24QNGd0NhlakLoob3WO4kFqI6eVmayT5It3Fje7s6zylm9fhhoFQr5XISOPOH7fFXLcasTVI1y4Gr90alTsXp7HAN4ExVbHUdFczvbxBIt2BqJebG7SwjG4e3RwugfOQR7rTBqt5yQafw7xe2z29POckCXHu8/TyINOx+djXOtLNnzv1IPYURHq5deM/Iuz0cokyYGpBUOu6eN4qwLBc+ceWGs+rrTnxvZZ4fZtQQfVWB+wOL6743hdSF40wqe87hsgjVqQFADcoRueM7r5UJhBBo3IQLcMk2Kw6iRdRLxdiHxJEujdL2KdVLZC2xA1xTZHD6OYP9NHN2XPxahmWNbpz6eVVPF8zvVweJ0qQJIJsGWZYIt05J8XGbTWOdOfuheESRLSa4prIJKh11JVnf3Bl8rRLxJIb4nFVFXO/9pHu4MtxhlvUy2uZYSBan0VcuRywqJdXkF5ufd7wMdkSkl4Inw+Nkl4elAFndcq3Jniku7Zj2Je7Z4YFpPkgK8U0oErBsHwG12miSDdR94j+yB4Pfu6FHD4kIQyj3pAMxq0SR7oLqZczxsz08iHhG918/Nok2ngV6hdvPlTNDUlYbcPSBkNfLud1dM5p4VXTrSnm+W6soufdFFKr80h3AA96Pj9jmooRLdn7v9aR7u5tWechr1MOG17bW+u2YSLSnbsOTucVYC3VAEY1h+Nw6xkIPr3cmiVTy1RYs12YHPdeJQQe6Q65pntTg9V0B9WVQjxvLUZ3rdu+8f3ICAkDQkESpHo5j3SrioIhOX0VinQTdQ83Fr0UJPnkSmiaiIyGpTBoRrrl2zDEC0TjrGk0vPVaT0jp5amMjv7cA6lNoshoIQ+qLoxYRUTFuraFc/16LcYz3xw5jUFehxq31HRXK9JtMCbmo0zlAkESZKRbRE41FSNz4pCbalgywxjDJ33Ze7dDFqOb9+queaTbnl7u5lThRnc20h2OnsOGrQMAgp1fyZgqIqvd22r3fYRyuUR6HuUSRMswq/EQZnr5YMYQztyRdW64cbjTxK1fcymImm5FEZHm3hqnlwtHaosca3q14NnzlWSXcKxaPbzdaa07icgAGd0NhlZEGMGMDCmi/2BYdd1mpFu+h1Khmm6rIcnTy8PKFthsaX8jU7/zQvehtUZ6/NDsQ40bLrWGR6WGxlXRysq7T7dZ010tQ2HrQFrcX8Ob6zzSHXh6ee0j3ZsHdQzq9t7TYcMjuLWuLxZGd7O78wow51ZCU0LLclm7JWt0t7c2B/q5Y3NOl7U1dCDyrhn1Een2bjPpF8OSldSayH5erUW4AGBjbm8TVxUMSzTGNjxWpHOOX9zTy2s7hl19cmUvVYtqR7opvZyoe0Sk22XhY4zZaurE5iwkg1G0DJMw0m1mDOQvRhkXo7s/rSOVqf3DXdT0Bdj+JghEfZ6L19sa6R6XSwleszWce5A/zFsTmmfac8YmpGbWdFejdpPXIw9LxpGI1efyHUREi5N2E1KrYU0335yNaoohqckxXtwAq3UEmWd/jLW0A3NidWCNCknPobu3HwDQPixYo7t9SPb7dNfS6BZCavUT6a5ESdl6fwkRrhCM7nX9pnK5TM/lasKXv0rU5wF7+Rkfw55aG93b5MpeqhZBPov5tFUVRXQkopZhRN3jp5YWAOIxVaTXhVGPnNENkRYtc8swdyEwSz/CprhYuMJwXghRIMkiHaI+zyVtyerJ5pHuNSFFurnYVFtS83wAWTdyPFUww1AVdWieGl2vqeVA0H26w20ZJjZnkkS5AbNdS60j3RtyNeTWHtxOx5SZXh6OiKLBGNbl0svHDGsK9LPDiHTLuv6XQ6GAgV/Es0VRMCwenpDa6t7sGjRxWH1mK7nBI91GQJFuTVFEG8aaO+ZEerl8e9MgCSo7AQB0lhPIVRXhBAwrAzRM6vuOIfIoZHSnLZvcmCXSfeszK2AwBsNg+LhnG8YMbYKmKGDI9lyNaSq2DqaRjGkYzOgYmoxDNxgYGBQoSOsGYpoiDNVUxkBcUxHTFKQzBnTG0BTTRF/ehKbio83bAACqImd6eaxAernVWOALzMa+Qfzq72/h0xNGIq0b2JbKIBnToCkKYpoKRcke25/S0RTXMJjWAcU07g2WvdbWcWNgAMueS1o3oCjZcWOMoS+VQVNcw3PvdgOQq0c3AKgFBP2snuzxLWYq7HWvfoKBDMN/Ng9gh9Zs5J57mg3GYLBsrT2/TgayYk1D4yrSBkOGAXEFYMh6WzUF0Fl2o897cKuKAp0xpHSGmKrg/1ZuBACMaY6LOn6nkFraspFLxrL9hfsyBq599ROMa0lAZwyMZe/lhKZiUDegImuYx5Sssa6z7HfQWTb10WDZv7OleRuaYhoGMjpUBXjqnU8A1K9yORCsdz1jrem2tO/7zdKViGsqEjENqYyOkaktiKsK+jOGiDwl1Oy9YDCI0oIBnaFZU7A1bUBTs/dQf8ZAc0xFc0zFYMZAmmWzhqz3zziJjG6+Fty0rBsjkhoyBkPaYFAVBQZj2JLS0RLXoOXWpIzBxFoPmHOkP2OgNaHBOkwpg6ElpmJAtz5LFKR0JjbGYy3RIT4nxe/r+Ub3P9dsxS1vdKMppmIgYyBtMMRVBaqSHa+4qiBtMDRpChRFQUo30BLXsHEgg5a4ClVRsCWlI9M6AE1VMJjLOIprKgyDIaVnn0eaqqC7tx9p3YCqmG0zg2JsTiPl5jfWwmDZ66IpRX6pDDY0DYj/f3dtLwBgVMDfJQwK7V38krH0eOZR0v9sGsDCZd1IaNn7VFWya09TTIXBsu2hmmNqbj3IvsefHYqSNf4UJVunDUXB0FwhLHe6pnUDbckYBnUDA7m14rY31wIAth9Wv+u4kyDGD7CP4ZjcWvLk+z24ta0bDNnne8bIrr/x3PqV1FRsy/CuKNljAHNN489dBcC2jIGmXBZZk6Yiw1j2fsjt07akdKzvN0Uheyr6NnITZJ9ua6SbZ1t1bxnAPUtXYlhTHOlcoC2hZddsxpgYoGHNwFc/PR47jx1a8XmEjXzWDFFVTG+xi7FoiTrGNQUTRrSIn29/9p3qn5wLk0YOFbVcMsHb7qQK1HRranYTuOPoYdjYN4gXV63Di6vW1fQ8OdaxlIFCi7kQ3MgJpYxujmF9fwYL31grjnn249qcJ2dSa0J4fZ3GoDUyDwA7DU/iX+v78du3NwTwl7tdX62HTbQXPNLt1dawFPg6p6kKhjXF0dacQE9/Cr976b2KP7sU9hgVbKpyJew4epj4/yteXFPTv92W0GxR/0zOgLb+DGTvgR3azCjgL1/tCuCvry1+SI4xw5qFYzUoJrVmDaxtGQPXvRbE9/Hik7xXgo7ah0GQ6uWaqmDCsAQSqoKUwao8Ht7s2NZIke7sfys14KzP211H5FrbZgxcE8ga4Z+RTRpGNsUawugOsk+3qigYPbQJzXEN/Wkd9/p8Fo8dliSjm4gehSYRj9oqyE6Mw/eYgK6efrz58UZsN7wFBmNYvXErWpsTGJKIoSmuIa6qGMzoiMdU6DqDzhgUAImYCiXnptqWziCmKsK7n4hpSOsGMrqBWC7aYIAhqWU9z4O6Lv5/9h7bVf+ilEFBITBL+hMAnP2FPbFo6X+wcm0vxg5rxtBkTFzrZFxDOpO9DhndyEabkL2GyZgmPittGFChQFUVZAwjGyFXs55X3WDiOqZ0HQbLOgUUBWAMGJKI4fj9d67BVfGPpniL4ugWTzYA3HzoDvjTuxuxLW2gN6Vj40AGqqKgJa5iTHMcqpKNIitQsDWti+uu5DzXDNlN/Pr+DFoTGtScp1tB1rmUMbIZGVZjvy+tQ1OzUYu4quLkPcfgTys3ASiUXp79+ecHTsRNy7qz3nMVGJKbCwYYBjMMTTEF2zIGBjIMbUkN29IGkpqCQZ2hOcYzGxjimoJNahP60zqa42btnwLgm/tODmIYpKQaNd1xTYWiKLh4zt5Y/PYaZPRspHogo6MppmFoehvSOkNfOhtJHZpQkVBV6Cwb+WKMZ0hkFdE1VUFf2kBCy65rai7iFVcVpAwDugEMTagYzDCMHRLDSXuMqfi7BMUBO7Vj3j4deGdjv4jU9eXuQU1RRCQ5lov0a7kIOM/0MFj2evAsgLiqiLmWMbLZGtnrwpBQs1kmmpp978idRwp1eiB/jK3p5Tu0JrFg5vZ4fs1WZBjDQIaJ65wxWDa6qDMMianinLemdai5cUjk5jY//77EEGQMA3FVRV8qI9Zw5CKWai7rKBFTcdDOHYFf96/uOALr+zN4a2M/VCiIawqq0bJ7a9zu4Bk/fAh2a28L/g/VmGKdV/ygi/sr243insN2xEPvbcaAbsDIZSQZLKvToSpAIvc3GbLvZQyWy6ZSoCrZvuvNMTV3f0NkXQDZe1kBxBqRyI13TM3+jZa4im9+alRlFyVCFMpuKwVDPKeBPUcPwU2HTMLfVvdm9wC5zCM1Nz6qoiCmAv0Zhpia7a+tIFsuxrN7gGyWQkJTkTGy4x7LRcgzBkNCUxFXFQzqRjbrKaYgrTP8z+6jxe/XK8IBHnD7zmRMw8+P/CwWv/Uxtg6mwVg2gNUU03JZiwyKoqAppoGBYfgQFZNHyxU4KhcyuhuMQik+GcukUJSscXzaQbvV9PyiQqyAkqpIf8ptLscMa8K5s/eq3clFAH5tirUMA4Bp7S2Y1h7+gsuNwTz1cmZ/f9eRzfjVoTsE8jffGzYukM+JEkHWdFsjWwAwdbuRmLrdyLzjdtqSHx2sVzRVwVl7t4f2960tg5y9uoXRnVsfvrzjCHx5xxGB/N2w51IypuKMT1f/uof9PauFJp4ZAUS6c8+Wz3UMxec6oh89iwJB1QdnLCUoAHD45OE4fPLwij6TcCdI9fK0pXwUAHbvGI7dO4b7+t1PjdMq/vuyIF/eLlFVeKp21qvr3PDwqFB9e++CwEx1K2Q00vTygm96Cl0/2cS5iwqp1bnXu1aYLcMCqOkW95JkN1MDw/UUAFP5n2MVJSQIK0H26ab7q/bwao2K+3QzuyOVqB6xAJ/F1qyzRqaxv30DEiuQ2mcVHSIK40cFnh4K3ohUMx/p+bIQ94p0k6EQKLEAU9qs2TuEPHgZUFykMEFziXBQKLvML9xgi9P9VXOC69PNBdFoDKtNvMA+rVS4/lFctmhKjWnsb9+AWA1BZ8qI6QWm26IYfmq6Y5Qx4AnvMZ3WjbyMC1k92cX6dMt2vlHFdG4EJ6RGDhG54GOcl16uk1FEuBOE+rWu01odFsGpl9MaUSu4fRykvkqiwR3gjf3tGxBryrOzX2KaokK+8VPTTZ5Yb5pi2Rodg5kbbY4QUpPs8nnWdNMmIFCCbFOSoawTKXFzYOm51mQAlTgR+QSiXp7rFUxrde3RAop0G2JNr/iUiCJUS9S0kWnsb9+AFEovF5OCHkhF8VXTTRkDniRjpjBGStdt78manu8Z6ab08kAJsqbb1AeguSgTbps5qzOL5hLhxGx3WkFNN4900+1Vc/g1r1S9XKzpFNSoOvwaOwN05ZDKkNENkNHdcKhKtpUC4JJervO0aLotilGo7lRWo1EmYppqtutIuxvdsjl/vIXUcu/LdbqRhV9nhiBSESm9XEbc9BGs/y/b3CfCJ4gMGG7w0XpQe4LS6qA1vXZUQ72cjG6i4eARWD2vXQtNCr9wITA3FXh6KPijKZ69zwYyDqPb0i9bJnh9EwmpVZe4LRunsoe9WcNJa5pMuJVqkNFNFMLsvFK+ArZOa3VoaJY9UyVQUKN2eGX3lYNO+2IAVTS6f/azn+GAAw7AkCFDMHz4cNdjVq9ejTlz5mDIkCEYO3Yszj33XGQyGdsxTz/9NPbZZx8kk0nsvPPOWLRoUd7nLFy4EDvssAOampqw33774aWXXqrCN6ofhKCF01gkT5RvrOmqTs8tpZf7g6eYD6bthpUh6cYonhvP/D7dcp5vVIlbnC2VppgLBxjlk0pFoUi3pkBkwRAEx2pklZvuauqF0P1Va0R6uZEfqCgFka1AY1h1gtRX4do9jV7qVbVvn0qlcPTRR+OMM85wfV/XdcyZMwepVArPP/887rnnHixatAgXX3yxOGbVqlWYM2cODjnkECxbtgzz5s3D9773PTzxxBPimD/84Q+YP38+LrnkErz22mv49Kc/jc7OTqxdu7ZaXy3yeKWMUMTOP9Zr5FXjS57Ywpg1evb7ULdsvmWCarprg/U6Vvqwpz7dcuI2l0i5nCiE9Xlabl0wPZvDw7quVxI4NbMVKj0johgxkZ0QRIZCTmBYto1djanabXvZZZfh7LPPxtSpU13ff/LJJ/HWW2/hd7/7Hfbee28cfvjhuOKKK7Bw4UKkUikAwK233orJkyfj2muvxe67744zzzwT3/jGN3D99deLz7nuuutwyimn4KSTTsKUKVNw6623YsiQIbjrrruq9dUiD4/AOqNIKVIv941tA+AR6SYjrDA8+ujVuk62jZFX+wxh2JHnPRA01dSdqLRtGM1FOSmUXk7K5YQbhZ65fpFVL6QRsJaLVdT2jdb0mmGdJ5VnnZEDHAixpnvp0qWYOnUq2tvbxWudnZ3o7e3F8uXLxTGzZs2y/V5nZyeWLl0KIBtNf/XVV23HqKqKWbNmiWPcGBwcRG9vr+1fI+ElaCHSyxt8UvhBs6WXOyO1chqNsqF5qNHKqk5qGgr218lYCB6xRgWWXk5rmkwUSi8ng4hww2q0lav1YLbzDOSUiBKwXnPeuq0cdGrJWjOCzTqjmm4gRKO7q6vLZnADED93dXUVPKa3txf9/f1Yv349dF13PYZ/hhtXXXUV2traxL+JEycG8ZUig1bE6KYNanGs6wbVdJeHl2ElhNQkW5y90svT5HkPHF7XXamAi2gRRGMjFXEtf3yFkCeNFeFCEJFugxw7oRFETT5A5Vy1pFAZZamIYEqD2xclffvzzz8fiqIU/LdixYpqnWtgXHDBBejp6RH/Pvzww7BPqaZ41dKa6uW0mBVDUZQCLaRoo++HYjXdstVsuUXnAHO8aSMXHHGP0oNSIe+6nMRcnCq89R5lWhFuKIoiBPbKNdro2Rwe1sy1Snp1U3p57bC2Qa38WUzjBgCxUg4+55xzcOKJJxY8Zscdd/T1WR0dHXkq493d3eI9/l/+mvWY1tZWNDc3Q9M0aJrmegz/DDeSySSSyaSv86xHvCPd5IkqBU1VkDFYXqoUtbTwh+bhtDCF1OS6fl5OFkqLDR5xramOrC7hTpWUTUiNO0hCOSUiAmiqAkNnFdd0N/rGPwwKZQeWgtlStNIzIoqhKApiCpBhAfRX16nsEijR6B4zZgzGjBkTyB+ePn06fvazn2Ht2rUYO3YsAGDx4sVobW3FlClTxDGPPvqo7fcWL16M6dOnAwASiQSmTZuGJUuW4IgjjgAAGIaBJUuW4MwzzwzkPOsRT/VysemhXY8fsunjRl56NFd5pLY3hTGdP+5OC9mMWK9IN6WXB4/XGlUqpK8gJ26lGikx7+n5Q7ijqQrSeiXq5dQyLCwURYGmADqrLL1c16kMpZbEVAUZnQXwLCYHOFDFmu7Vq1dj2bJlWL16NXRdx7Jly7Bs2TJs3boVADB79mxMmTIFxx13HN544w088cQTuOiiizB37lwRhT799NPx3//+F+eddx5WrFiBm2++Gffffz/OPvts8Xfmz5+PO+64A/fccw/efvttnHHGGejr68NJJ51Ura8WeXitsdNzlaZUzJLw6ndOkW5/eEWODRatSDellwcPr+mu3LvORe4a+0EvG0KU0OKw5PMoQSEswgOtwnWBIt3h4pVlWQqyar7UK0GLmjb6uJUU6S6Fiy++GPfcc4/4+TOf+QwA4O9//ztmzpwJTdPw8MMP44wzzsD06dPR0tKCE044AZdffrn4ncmTJ+ORRx7B2WefjQULFmDChAn49a9/jc7OTnHMt771Laxbtw4XX3wxurq6sPfee+Pxxx/PE1cjTLzSemmDWhpeKbCyGo2yUVS9XLLb0DO9nPoLBw5PPw6qZVijP+hlQ0S6LQ5LkTFC6ybhQaVGm6zPlkYhpihIgQVT003rRE3wEpAtFYp0Z6ma0b1o0SIsWrSo4DGTJk3KSx93MnPmTLz++usFjznzzDMpnbwEYh5pvdRepzS0IkJgKm30C2J6UKPRcs1TSI1R9CRoAm8Z1uAPetmgPt1EOQRndNM9FgZ8a1lJpJsEuWqLaXQHJKTW4Os77UQaEG5Ue6XJ0mLmD6/0cop0+4Pfh57p+ZJdPy+jO0WR7sAJ/EFPYyMVcZf0chIkJIohSuPK7POcoR7PoRILoGzIzF4K5JSIIgQnaipnMKXW0G3bgKgeCx8JqZWGZ59pSmn1heaxmMtqKPHzYbDPHarpDp7gUtpyD/oG967Lhtv4cgNctnlPyINXaZxfZBXpbBT4+BkVpJcblF5eUwITNRXre2PbF4397RsU7/Ry2vSUghnptl9HUi/3h9d9KGtLEOu8yJDRXVVM73pQkW561MlEofTyBM0jwgOtwj7d5BAPF/5Mryy9nAR/a0lwWWc0bgAZ3Q2Jd3o51XSXAt/IOyO19GD3R6yokJpc189qVKfdBKAkO98o4yVaVwoGM/v5kjikXLgZ3eT0JYpRaU03bfzDpVL1eevv0hjWBmF0V5xezvfFjf0sbuxv36B4pvXq9EAqBdVjA0CRbn9oHh5UHsWQre7OZnS71KLSvAmOuBDcKd+7bl3fKNItFwkXp0qKMkaIIgQmpEa3WCjEPLIDSyEj6f6gXolVOOc45CzJQjuRBiQu+nR7pJdTVMgXcfEAoUh3OcQ8+sXrkkYjNFUBP6OMW1qsbPnwEYavUekKvOtWZw4pYssFRbqJcvAq6fILbfzDpdJIN2NMBDWo7VttCDy9vMHti8b+9g2KpuVveACKdJcKXzzSOtV0lwNvHZGXXi7xQ9VNwZyMheDxqvcvBWs9eKOntMlGwZpucpAQHlRqtJHRHS6xCluGWQXYaAxrQxClXgAFozi0E2lARKRbp0h3JZg13e59uht9cSmGiFp4XD8Z1UmdDyCDMfBgrIznG1X45qySB306Z7CrCs1F2XBTLyfnFVEM0Way0ppuWqtDgQciylUvt64XlF5eG8ya7soi3WkK6gEgo7sh0USUwWF006QoibgQpKNIdzkUE1KT0VASRndujK2ROorQBUdCdZ9bpZChFiXS4pYxQn26iWJ4tTv1i+iMQfdYKFRaH2z9PVonakPwke7Gfh439rdvUISx6NkfmW4LP/D0aGfdqcxGo0x4CamJ6yeh00IYC7kxtz6IyFkVHCLSHUBNN2XuyIfbRo4ECYlimDXdZRptOnfsBHZKRAlU2jLM+nu0v6oN1DIsWGjpaUC8jB3apJZGzCMaR5Fuf3gKqUWopjtDnveqEAvgQc8NdhJRk49C2gg0jwgvKlYvZ/I6dBuBSp0m1ucBKdDXBvEsrrRlmHgeS7ixqyGN/e0blLhXn26dIg2lIMSAqKa7LLzSlrh4lowbI+c5p201ZqGcUl0Sr3BzDVg96/SYkw3X9HKdjG6iMKaQWnnOOCqhC5dYheUBZjtRQJFwf1CPBCFqav39Rt8X026kATH7dHtEummT6guvNH2KdPtD86iJl1lh1inwZa1DpU1AcAQh3iKEWxrcsy4jcZfOBZReThQjqEg33WPhEFSf9UY33GqJm+hlOVD5apbG/vYNStxDwEp4gSlk5wuv9HJ6MPhDeFAtTguDMfDbUsZIt4jQ5c6RonPVIQjxFsrckRce8XIzumkuEV5oHiVJfpHZodsI8K1lperlpD5fO4JSL8/QvhgAGd0NiVeEkTxRpVGszzRFugvjVt9lWK6ljDXdzpKCDEVOqkIQNd1p0qiQFj6+KarpJkog5vLMKAWd7rFQqbjPOqPygFoTnHo5BfUAMrobEi/PVYYmRUmY6eUOITXy6PnCTdDPupmS8cFqplplf6boXHVIBCDewudlnJyI0pFwcVhSn26iGGqF60JG6IUEdkpECQTVMkxGh3y9YpbUBRPpbvSgXmN/+wYlVlRIjW4LP/DrlCekRpFuXwj1cssGyvowljGFTES6eU03pZdXhUDUy/lDnnbY0mFmjJjzPUUOLKIIFbcMI8dOqIiWYay8dV3mdqL1SsKjHLVUSEgtC1lXDUisSKS70SeFXzzTyynS7Qs3w0r2PpxOURGKzlWHSiMigFWpmB5zsiHmPsuPdJPRTXhhOmrLVC+n9TpU+HU3Ko500/jVCl6dVal6OQX1sjT2t29QPCPdfNNDNZC+EEJqHunlFOkujJuSqc3olvDyOY0FSi+vDmZLqUoi3bn0clrPpMO1ZZh4/tBcItyptL7UIKMtVNRKa7pJSK3mVFqHz3+X/3ajzz3ajTQgXpFunVqGlQR3XjgNA576JmOkViY0l7QlnnYmax/OvPRy2sRVBdGnu4Ka7jSpl0tL3CW9nJSJiWK46YCUgtCtoXssFHh9cLnlAWY2ZlBnRBQjHkDWmTVKrjW4fdHY375BibkYO4wx2qSWiJcgHV+cVLqOBTFTiPPTy2V1WDiNBT6HEhSdC5RgarpJvVxWnP3uAYp0E8WJUcuwSMOjppWml1NmWe2oVEcBsK/zja6xQruRBiTm0jLM2jdRa/BJ4RdxHR3ROH4tSeyjMG7OH9nTx5w13WnJzzeqBNOnm9rLyApXlLfWdFOpBlGMSp1xZq/gwE6JKIGg1Mtpb1U7Yry3eiXPYst8bfTnMS09DYjbhtaa5kctdvxhGo3ukW5Zo7WyUKimW9ZNkbOm2xTmCe2U6hKvLJJSMNXLaXBkg49vyi29nNZNwgNNqyzSbZBjJ1REfXC56vNUuldz3PZppWItE2t0rSPajTQgbgJgVHNROnEP9XKDWob5opDRLWvk2FnTLdockWEXKM6MgnKgPt3yUjC9nDbUhAemHk2lfbrpHgsDUdNNQmqRIZBOIhaHqoxaPbWEdiMNiGh1ZTG6qeaidISQmkdNN3ljC+OWKSD7tfNqGRanlTRQ3Or9S0Wk/tN6Jh3cEeKmXk6RbsKLSoXUqCY4XIJSLycfd+2oNDsBsArg0cDRFWhA3GppuQGuKgpFaH3i2TKMarp9oblkCnD1clk33l5CahRNDRa3llKlIiLdtEOTDlPFOCviCVhECSWd+0T4VCqklpHcqVvv8Ai1UaYBR3ur2mNmJQUgakrzjozuRkREuo38SDdNCv94pZeb6uU1P6VIUUi9XNb0MWoZVhvMlmEVPOiFkBpNRNmwRhp5iQZ1zyCKUYmQGmNMGG2yPl/qHS2g9HJymtSOIPp083IQyjojo7shMSO0VhEb3l6HJoVfeKpMXnq58MbS9CoEvz5RFlIzje7QTqkuCUK9PE3edWmxjoko1WBkdBOF0Vyy9Pxifc7Qeh0OQQmpxWiJqBlB1HSbrfpo4tEVaEBcI906TYpSibtcR8CMzpEDozAx1/RyuSMReS3DdJ4SS/MmSAIRbxHedRob2Yi7GN1cyZzqbQkv+DOjnHXBauiRYyccKl3XDVEbTONXK4IRUiMHOId2Iw2Ia023QamYpeKWMQBYo590LQuhFUgvl/Wh6ozAUsuw6sAdWs4sklIws3docGTDalinHXOJjG7CC1O9vPR1wfqcltWpW+/wOES5ApnUp7v28DErtw4fsO7r6FlctSvw/vvv4+STT8bkyZPR3NyMnXbaCZdccglSqZTtuH/961+YMWMGmpqaMHHiRFx99dV5n/XAAw9gt912Q1NTE6ZOnYpHH33U9j5jDBdffDHGjRuH5uZmzJo1CytXrqzWV4s8bgJg/IEkq7EjI1ygyRnpzlCk2xduTguzpjuUUyqKs79wOnfq5MENlniAdWRkxMmHoihiM5fJLZ+iZRitm4QHFaWXM/M5Tet1OFTa89ks3QvslIgiBBrppoGrntG9YsUKGIaB2267DcuXL8f111+PW2+9FT/5yU/EMb29vZg9ezYmTZqEV199Fddccw0uvfRS3H777eKY559/HsceeyxOPvlkvP766zjiiCNwxBFH4N///rc45uqrr8aNN96IW2+9FS+++CJaWlrQ2dmJgYGBan29SGNN6zWVY0npt1S8It0ZinT7QjyAmdXoljt9LO6s6Ra9oOU836hSiWASJ01tSqTGmjXCGANfRikKSXhRSStB3fKcpuU6HLRK1ctJuLTmmEJqlYia0p6YE6vWBx922GE47LDDxM877rgj3nnnHdxyyy345S9/CQC49957kUqlcNdddyGRSGCPPfbAsmXLcN111+HUU08FACxYsACHHXYYzj33XADAFVdcgcWLF+Omm27CrbfeCsYYbrjhBlx00UX42te+BgD4zW9+g/b2djz44IM45phjqvUVI4v1xtcNhpimSJ/WKyPceZGmSHdZWL3ejDEoihIZ9fL8Pt1ynm9U8dJLKAVxL9E8lJK4qmBQZ0gbzNYaLkHjRXhQSaTbulYrkj5f6p1Ko6aUXl57ghRSI/uixjXdPT09GDlypPh56dKlOOigg5BIJMRrnZ2deOedd7Bp0yZxzKxZs2yf09nZiaVLlwIAVq1aha6uLtsxbW1t2G+//cQxhB3rJtQUhCKhg1LhWQHOulOKdPvD6fyx/lfWxZnXbpt1qNmfyegOFpFRoAfwoKcNmpRYHVhWo5ueQYQXlRgAPL2cfDrhYZaUVKheTmtEzah0zLK/S/YFp2ZWwbvvvotf/epXOO2008RrXV1daG9vtx3Hf+7q6ip4jPV96++5HeNkcHAQvb29tn+NhNXY4ZPBjAqRoegXr/6FJErnD7e2QbLXbJnq5dmfU/QwqQpBtAzLUHq51FjHOENGN+GDWAUCizr1gQ+dRIUZTDy9nIawdriVAZZKRgRT6Flc8hU4//zzoShKwX8rVqyw/c7HH3+Mww47DEcffTROOeWUwE6+XK666iq0tbWJfxMnTgz7lGqKzdjhglBkPJQMX4ys9UmMMUpr9Yk1mu2MdMsaOebnxecLRbqrQ8xS+1du/R/NQ7nhz5o0c0S6abgID/imvZxIN5UChQ+/9nqZGUxmv2caw1oRDyS9nOwLTsk13eeccw5OPPHEgsfsuOOO4v/XrFmDQw45BAcccIBNIA0AOjo60N3dbXuN/9zR0VHwGOv7/LVx48bZjtl7771dz++CCy7A/Pnzxc+9vb0NZXgrigJNzdbPUqS7fFSXmmR7xIauZSE0W3q5/T6UN73c0afbICG1amCt683oDIkyLDHaoMkNV6i3ppdTvS1RiEoEFjO0VodOPPfMd+rg+MXMhKMxrBVC/K6irDOyLzglG91jxozBmDFjfB378ccf45BDDsG0adNw9913Q3UYIdOnT8eFF16IdDqNeDwOAFi8eDF23XVXjBgxQhyzZMkSzJs3T/ze4sWLMX36dADA5MmT0dHRgSVLlggju7e3Fy+++CLOOOMM1/NKJpNIJpOlfO26I6aq0A1dPIiE+BcZir6xGoYGy6ZEWzcDFGErjKYqUAAwWNLLIyKkls4NM490k2EXLDFbFoSBciqhKL1cbtzSy8kgIgoRq0RIjdLLQ4dropTTZx2wqpcHdUZEMSrpGMChlsQmVbt1P/74Y8ycORPbb789fvnLX2LdunXo6uqy1Vl/+9vfRiKRwMknn4zly5fjD3/4AxYsWGCLQv/whz/E448/jmuvvRYrVqzApZdeildeeQVnnnkmgGzUdt68ebjyyivx0EMP4c0338Txxx+P8ePH44gjjqjW14s8YsOj21uG0aTwj6bkC4FZhZ/IgVGcmKPGS4jdSHofxvMi3dRbuBq41fuXiuxZE42O6cAyI91kEBGF0CowAMy2qHSPhUW8AqcJYEa6VUmd8vUIny6V1HTrpHMkqFrLsMWLF+Pdd9/Fu+++iwkTJtje472h29ra8OSTT2Lu3LmYNm0aRo8ejYsvvli0CwOAAw44APfddx8uuugi/OQnP8Euu+yCBx98EHvuuac45rzzzkNfXx9OPfVUbN68GQceeCAef/xxNDU1VevrRR6e5iEi3cJ4oEnhF1tNMstG42yRbtpAFkVVVAC6MJCEJ1vSS5efXk4RumpgHf9yoyKUXi43pqgSGd2EP0Sku4yaYP5sTtA9FhqJCoTwAPkz4eqRIFqGZWh9F1TN6D7xxBOL1n4DwF577YVnn3224DFHH300jj76aM/3FUXB5Zdfjssvv7zU02xY8iLdlP5RMrb0ciP/OlJtYnFiqoJBRKhlmGJG5wB6mFQLRVEQU5U8ZetSoOwduYlZa7pz6yYZREQheGZUOQZAmtLLQ6dSUS5zfxDYKRFF8OrSUwr0LDahW7dB4ZFuU4WZ1AVLxU19m9qFlYYzvVy0lpDUYZGfXk7iPNVCU+3ZOKVCbUrkxtrznpxXhB801f68KAWd1urQEd0/yq3pJiG1mhNI+07h8KJnMV2BBkWkjOiOiB25EH2jKlkhMCDf6Ka6MX84W8CYKcGhnVJB8tPL7a8TwRGvsKerrpMjUWbcarrJICIKUYmQGkW6w6cS9XlA/ky4ekTUdAcR6aZ9MRndjUpepJvUy8tCCLswZ3o5XUc/OFOXZG8JIiItzO6sorTY4NEqqN8ELPcSjY2UWLNGqKab8EMlSsrUMix84qKmu8I+3TSENYPPOYOVr15uBlNoX0xXoEFxPrwovbw8VIfRSJHu0shTL5d8Y5SXXk7Rk6pRqYALpbTJjXvLsDDPiJAd7ogzmJlq7BdqSxc+iQqcJgA5UsMgGCE1si849IhrUPhGlBsNOqWXl4XmWJAo0l0amiNdUPb0MdFnlI83I6O7WlAqYn1j7XlPkW7CDzGLM7vUDBiezUcO8fAQTusyI91csFbWTLh6hF/rchxdHLIvTOgKNCi8NRj3OKap/rEszPRye8YAedP94dQWMFuGyXn9rIYCAKR0ip5UC9HWsOz0clJMlZm4S6Q7QZsyogB28dLSnHHms5nusbAQQmoVRrppn1o7rPo6RrlZZ+RUFdDq06Dwh5cz0k0b1NLg14s/Q0SkmzaPvnA6Lcz0sdBOqSDO9HJKWawesUrVyym9XGqs6eUpmkeED6xzuVQxNXM9CPSUiBIwW9WWm72U/T1aJmqHzdFVZqSbjzfZF2R0NyzOSLdpPNAtUQqaYlffJm96acQcYlm65OljTuE38uBWD83h4CiVDDkSpcamXk4ZI4QPrOtsqc44fnyCns2hkdDMNZ2VYcDpkmfC1SPWa11pf3VygJPR3bA4I93CEyVriFFS1Lz0ctrol4LTsNIlN2JFehzjLcPIWKgWcZFeXm5PV+rIIDNu6uUJqrclCqAoSp54qV8o0h0+cbUyA47/Cu2vaodWgaPL+Xuy7utqCS0/DUpcdUa6qRa5HPKF1LhYC00tPzhV9GUvc8jv001Gd7WoONKty30vNTpuRjfNI6IYcUfHC79QFlr4WOd3OXXdujDeAjslogjW9mxldxIR+zoaOLoCDQpvUm/26aZJUQ756cZUu1IKmuqeni9rH06zZ2VWyVOUZVCELnAq6cmrGwx8e0DedTmxpZeT0U34RDwzSlUvp7U6dGzlAWUIZPJ9gkrp5TXDml1SrpCaqV5O40YWVoMS9zJ2aFKUhCkE5hDWoki3L/LSyyXvw2n31JvGAtWYBY+znVwpWD3y5EiUE5E1wpjZBYCeP0QRnNlGfhFZaLRWh0bcZnSX4Uxl9LwNA2dGZ6lQMMqEdiMNilnTba9FpvrH0vBKL6fomj+80stlfahabQJrqyMa7+CppKbbGh2nB72cuKWXyzrvCXkot6uBSC8nx05oKIpSttMEsDhOaE2vKc7gUqno1ElEQFegQTHVy8lYrIQ8o5ucFyURc0QzDcmNWLt6LrU6qiaV1HRbf0fWe6nREenlOgmpEf4pN+pmCqnRPRYmMa08p0n2d2gMw8BZRlkqJKRmQpZBg+IV6Sb18tLQHLUuwnlBm0dfODdQpnp5aKdUEKtxnbLUpFH0JHgqqenOUKRbeuwtwyiCRfgjVqaQWprEYqWAlzamy8hg4vsrcs7VlsrTy0kzikNXoEGJOWq6dXoglYXqSLuhSHdpmNHMXHo5r+mWNM1UURSRYt6fMTcN5MENHh4RSZchuMOdYKqiQJH0Xmp04rlhyTASUiP8U67Wg0694KVAPPPLWNcztE6EQqVGt+ytYGsJWQYNSsxh7JAnqjzMtBuuAs8j3XQd/ZDv/JFbSA0w506/xVNP4jzBU1mkmx7ysmOt7RRGN62bRBHEulCi0UaRbjmoLL2c0pTDwBkcKRVTqJnWd7oCDYrq8FxRTXd5OD2AaXoolISmmRtvwNKHU2Ijlm/a+tMU6a4mznr/UqBuDPJDLcOIcihXSE2ne0wKyu2zDpjRcRrD2iKCS2UKqWUiEEypFWR0NyjOCKOIDNEmtSR4ZoDBHDXJ5NHzhVjMdbt6ucyXj59zv85TmOlhUg3MNMTy+nQDgKZIfCM1OKZ6OcjoJnxTrsBimgILUiCcJmWll1O2QhjwfW6p2SUcCuqZ0I6kQXG2bTDTduiWKIW8SDctLiXBnRPcgxqFPpx8bAcyNNbVRLQMq6BPNzlD5CVuyXLhdfskkEQUo9yyE9Fuiu6xUDG7FpRfNkRGd20pV7yQQ1pHJnQFGhTNUVeToT56ZeFspaDT4lISTudPFIyluMPopnru6lBJHRmll8sPd6xRejlRCrEynXH8+ATdY6FSUU03BTVCodKWYdxBJvO+rlaQZdCgOMVIaJNaHk71cop0l4YzhVg4LSQ2ZPnYbqNId1VxlsCUgum8oUecrLgKqdFcIopQbno5iXDJQbyCrhQi0k371JrCg3Rltwzjtfgy1w3WCLoCDYqXejlFaEvDs880LS6+0DzVy0M7paIIITUyuqsKdwCWk4Zo1nTT2MhK3GI8pUSmFY0XURjhjCtxXSAhNTlw7j1LQZQI0BjWlJgjuFQqUchgrBUSb22JauKM0OoU6S4LT/Vyma1GiYg5rl8UhFJ43WlfmmoEq0klkW7K3JEfinQT5UBCatFGpJdTTXdk4M7rcsYMIM0oK7GwT4AIh5hDjTBNNd1lkVfTTRGbknDW7UbBk82N7m1U011VKouI0HomO9aWYRqvtyUnCVGEioXUJH62NAJxtbz0ct1goksM7a9qS7k6Chwzk5bGjXYkDYpzQ0tCB+WhOTIG0uTRKwmv1nUyb4z4uW1L6wDoQVItzIhIGTXdufmo0thIizW9PE39dwmfmH26SzTayGCTgniZQmpWJwutE7XFuc8tFSGARxmgFOluVDTHg8sUqKBJUQpmTbJDCIwiNr7Ii3RHQOwmkZsjJKRWXSqJdOvkWZceMb6MQWNkdBP+0Cyt5kohQ1loUiDaT5WYqmwdb1onaovI6Kw0vZz2xWR0NyrWWlrGGAkdlAm/XPl9usl54Ye8mm6hcinvfZgQkW6erhjm2dQvTsdgKWRoHkoPn/spnUEBOX0Jf5QvpEbp5TLAo53pkp0mFOkOi0rSy3XDAP81Wt/J6G5YrL0SrROJNqmlwQ0DI69PNz0U/JCfcSH/xsgppEZjXR2cDplSyJATUXqs6eWqIv+8J+TAKsBXCmZdaeCnRJSAWdNdXqRbAa3rtcYpGFwK1tr9ONkXZHQ3KlYBMGv6JqV/lEZeTTfVrpREvnq5/GmmPNLdlyFDoZqIiEg5LcMYGd2yYzW6uRZhgsaLKIKzJMkvJOYkB+Wql1NdcHiYRnfpz2Lr85si3WR0NyxWz5VVqIgi3aXBnReGI1JLD3Z/eKmXy3z9eE13P0W6q0q5KsWAmXpK65m8WNXLOeTAIopRbitBSi+Xg3iFNd0yl57VK2LOlSGkxo1uylDIUtUdyVe/+lVsv/32aGpqwrhx43DcccdhzZo1tmP+9a9/YcaMGWhqasLEiRNx9dVX533OAw88gN122w1NTU2YOnUqHn30Udv7jDFcfPHFGDduHJqbmzFr1iysXLmyml8t8ggxC8OwR7ppUpSEM9ItvOnk0fOFZtlAMcYiEenmpzZALWiqSkU13ZReLj1xi9Gdpg014ZNyBRaFbg21eAwVkV5ecqYC77BDe6taI+ZcGZ1ErBkKCs296hrdhxxyCO6//3688847+L//+z+89957+MY3viHe7+3txezZszFp0iS8+uqruOaaa3DppZfi9ttvF8c8//zzOPbYY3HyySfj9ddfxxFHHIEjjjgC//73v8UxV199NW688UbceuutePHFF9HS0oLOzk4MDAxU8+tFGtF2Q7eLqNGkKA1nrUsUIrUyYU0v1yMS8eLnPEhjXVXKjYgAZlSLxkZeuDaCzeim8SKKoGnlRbqj4NBtBMptBUnq8+GhlunoAsxIN6WWZ6lqevnZZ58t/n/SpEk4//zzccQRRyCdTiMej+Pee+9FKpXCXXfdhUQigT322APLli3Dddddh1NPPRUAsGDBAhx22GE499xzAQBXXHEFFi9ejJtuugm33norGGO44YYbcNFFF+FrX/saAOA3v/kN2tvb8eCDD+KYY46p5leMLNYajTQZD2VjrY0HKNJdKl6CfjJvjPiYD9AmoKoEEemm9HJ5Sbikl9NcIopRbtSNHHFyYKqXlxfppjW99sQcgsGlwMeZspiy1Ozu3bhxI+69914ccMABiMfjAIClS5fioIMOQiKREMd1dnbinXfewaZNm8Qxs2bNsn1WZ2cnli5dCgBYtWoVurq6bMe0tbVhv/32E8c4GRwcRG9vr+1foxGzbGjNSDctZqWiekS6SaXRH9yAzTgF/STeGHH124GckBqJP1WHStTLqQWi/PBNmMGybcMAuec9IQflCKkZjIm2RXSPhYsQUCy5ppt6PYeFOefKr+mmSHeWql+FH//4x2hpacGoUaOwevVq/OUvfxHvdXV1ob293XY8/7mrq6vgMdb3rb/ndoyTq666Cm1tbeLfxIkTK/iG0cQmpEaeqLLxqummzb4/+HUyHIJ+kYh0ZyhyUk1Mx2DpKW1m/R+NjaxY5zif+fQIIopRjpBaVJ4tjUC5XSkoeyk8ytVRAKxlATRuQBlG9/nnnw9FUQr+W7FihTj+3HPPxeuvv44nn3wSmqbh+OOPBytDAS9ILrjgAvT09Ih/H374YajnEwZu6uUU6S4dzWEYZMirVxJugn6yawtQenltiFVU000PetlxM35oLhHFKMcA0COSRdUIxMuu6SYnd1hU1qeb9sRWSq7pPuecc3DiiScWPGbHHXcU/z969GiMHj0an/rUp7D77rtj4sSJeOGFFzB9+nR0dHSgu7vb9rv8546ODvFft2Os7/PXxo0bZztm7733dj2/ZDKJZDJZ/MvWMdYoUoZaaZSNSIHNPUAorbU0rIJ+UanZcj47aBNQHWJB1HRT6FRayOgmyqEcrQdrqyNaEsIlVrZ6eW5vRcZbzdHKbNMHkNHtpGSje8yYMRgzZkxZf8zITbLBwUEAwPTp03HhhRcKYTUAWLx4MXbddVeMGDFCHLNkyRLMmzdPfM7ixYsxffp0AMDkyZPR0dGBJUuWCCO7t7cXL774Is4444yyzrMRiFlqNKimu3ycDxBTNIKupR/MmngjMuqkzpYz5KyqDpXUkfE+3eT8khdFURBXFbuQmsQZLoQccEcapZdHk7L7dFOLztCoRF+FjG47VbsKL774Im666SYsW7YMH3zwAZ566ikce+yx2GmnnYTB/O1vfxuJRAInn3wyli9fjj/84Q9YsGAB5s+fLz7nhz/8IR5//HFce+21WLFiBS699FK88sorOPPMMwFkH9zz5s3DlVdeiYceeghvvvkmjj/+eIwfPx5HHHFEtb5e5NE009gR6uXkAi4Z5wZAp1rSkhCLObNEuiVfnJ1OAdmdBFHFTEMsp6abHIlRwLmBpnWTKIapXl56ermqyF261AiYHUvKa/lGa3rtKUe8kEPdkexUrWXYkCFD8Kc//QmXXHIJ+vr6MG7cOBx22GG46KKLRGp3W1sbnnzyScydOxfTpk3D6NGjcfHFF4t2YQBwwAEH4L777sNFF12En/zkJ9hll13w4IMPYs899xTHnHfeeejr68Opp56KzZs348ADD8Tjjz+Opqaman29yKMpuRYAzDopaDErFRHp1g0wxpDWeS9QupZ+sKWXRyXSrVKkuxZUFOlm0biXGh3n3InRcBFFKCe93BThohssbKx7plKglm/hUUl6eYayP21UzeieOnUqnnrqqaLH7bXXXnj22WcLHnP00Ufj6KOP9nxfURRcfvnluPzyy0s+z0bFGtUeJBXmsrGm3RjWujHKGvCFm4q+7JFu59CS0V0dTJXichRTKeMkClg7ZmgKKApJFKUcITVqNyUPiTLVy3lAQ/b9QT1C6eXBQVehQbFuRgcz+v9v7+6Do6jvP4C/7y53l4TkkmAeLtEkJoChAoECGqMCzpAhUH8VaodBZBxoGfhBcSpTyqMKSp3BwdaK+FCdjtL2p2LtCHYsMNDwoNZIC0OAgEagsWAh0AJ54CGP9/n9EXaze0nI3SV3u5t7v2Yykuwm7u7nvrv7+T4C4M0sFB1dpXzqQwFgS3egtN2WLNPS7ZcYmP14rUo770SwK15w9nJr0FZYsYKEAhFKqxvnrTGPUFelYEu3cXqzZBgrS/R4FaKU9mVUTbp5MwuadnyZtkWOD/fAaNdctUpLN8d0R4b2cxBsDXsrX9AsQZt0cxI1CkQoY7rVZVH5GTOcuk53kPd0Jm/GsfdiqJfS0u1i3AAw6Y5a2pfRxpb2pJuJYvC0k4JoW7rZjS0w2tZMqyRK7F4eGdrPASfd6Z9c2u7lDBUFQG0pDWrJMHYvNwunOo8LW7qtQmkc8fViTDcrS9rxKkQpm80G+41a36YWtnSHSlvr3qqZudzOGvWAKEmRTzMJndm7BPuXEybd4aFNmIMd1+1Tk27GxsxcbOmmIIXSvZyVcObRUWkS2jrdZn8/6I961b28lWO6tXgVopjyQtrIMd0h07Z0W6Wl1kz0E/pZo/LHv0LF7MdrVdrPhrYXSSA4W7E1aOe+YKwoEKEkAG0WmS8kGnTMXh7kPb2NLaZG6c1KIlwyTI+f3iimFAKrJDtmpH0BaLVIS62ZaMfYqT0uTP5QjbH7f89yEw52TW+cYFu6O3qdmPuzFO10s5ezHFEAYkJaMozLopqFMrY32O7lrEg1Tm+WDGvhkmE6vApRTHkANbXwgRQq3TrTXJYkaNqkqNEilT/+k/E4WWzCJibEGnZ19nKWRVPjRGoUrI5lJoNZMozDTcwiJsQlwzg22DihlDkFlwzT41WIYg7/lm6+oAato9adLd2h0HUvt0xLN7uXR0pMqK0i7NJmCfolwww8ELIMbUV3oDgJl3n0fkw3YxhpvVmnWymnTLrb8SpEMeXm16hOpMaPQ7C0M6lyTHfw2rsQt//bKp9Dzl4eOSG3dAsnTrIC7ezlLEcUCOWZG9o63fyMGc2pTp4a5GR4bR0T1VJkOUIY0qFo4Vh8HV6FKKYUJE6kFrqOdaY1Ld28jkHpPKGfuR+qnbuXm/t4rUzbkyQYfMm2Bl1LN7uXUwAc9uBbSjl7uXlo349CiaGTMYw4Ry9aujmmW49XIYopLzmcSC10yjVr0Y7p5kMhKMqLUFOrNa6ffyLHchM+oT7s2b3cGnRjuhkrCkAoE6mxe7l5aJOvYIYNqZNjMnmLuJg+GdPNsgcw6Y5qSouiMpaWrULBU2pt23w+TqQWInUWfYusF+8/4ZPZj9fKnCFPusOWLSvQzV7OYkQBCCUBUMcDM2EznPZ5GcyyYVz2zTihVHQp1KSbz2IATLqjWoxfCyO7fwRPeQD4BGi2SEut2XQa5mDy6+dfTPgSED6htnS3cdIdS9BPpMZYUc8cmjHBPgnsvqAM/eJnzHg2m03TQzDwipMW9iQ0TG/W6eZEanq8ClHMfywtH0jB09acN1qkpdZsHP4t3SZv8vJv6eaY7vDpmEgt2DHdnHTHCrRlh+WIAqF9PgQ6g3kbEzZTUVelCOK+zmUgjaM8R32cSK3XeBWimPJCa5VZo81Im2BzQrrQxPhV/pj9c2jnmO6I6VgyLMgx3WpLt7k/S9HOpYkPJ1KjQGgr0gLtYt6xmgE/Y2agdDUOqqW7jRUnRgl1QlOA63T741WIYh0TWDFZDJV2zChbukMT0+lzaO7rF+N3eC7GO2xCbelu5ezllqAd0x3Dxw8FQJt0Bdrdld3LzUVdajWotdY5ZMgovZq9nEm3Dq9CFOvUrZc3s6A57F2sM82bS1AcFutx4f/i5mK8wybU9UHZndQatBVWbOmmQGjfUwKtjOPs5ebiDKF7OWcvN06vxnT7OHu5Fj+9UUx5AInf9xQc5cXeKkmj2aiVPxbpceE/ptvNh0nYhLpUSSvH/1mCvqWbsaKe2Ww22G3Btby1cLiJqcSE0L28VZ0Fm/eJSFPi1Zslw1j22vEqRDH/QsDldUKjvNg3WqR7tNmo3ctbrNEa4X98LsY7bGLUJcNCa+lm66m5cZ1uCkWww06UF38XxzCYQihLQXIZSOOwe3nf4VWIYv4tinwghcbBlu5e8Z9F3+zXz79l22Xy47WykFu6lTGcrBAxNW3SzbkRKFBKxXZbgJVxzTeeLXzxNwd1THcw3cvb2E3ZKNpescEm3i1cMkyHVyGKuf2SbI5NDY1TTbpbAbDFJlidZtE3+UPVv2Xb7T+zGvUZV4wDANAcRIuIiHS0bDkcYTku6hvassQeIxSoYOd66Gjp5v3ADDq6lweewLGl2zihrBigYEu3Hq9CFIt16h9AfCCFxmoTgZmNugakRZZ18a+cYgtd+CgVg8pkj4FoaRN1ngr/ikUyF11LN1/KKEDBdi9vVivh+BkzA3UitRCWDGMMI09b0RFsS3crk24dXoUo5p90s1CERrluVmmpNRv/mutYZ4xBRxIY/ySbE7uEj/JZaAwq6e7Y18mWblNzaso+K68oUA51YqcAW7pbOabbTEKZvfz6jWeA/3srhZ9+xYBgu5ffmKuH78UAmHRHNf/khg+k0FhtTLLZ+HfHjzf5Q1U7pttpt8HGybrCRmmpVspWIJpuvGDbwPF/Zqdv6WasKDBK4nWtuTWg/dnSbS7KMz+Y7uVNTLoNo+19GMzkd4B2yTCWPYBJd1SL9etOzgdSaJSbyZWmG2O6+fIYFP8J/eJdJm/p1hxvLMdzh5XyghVIS7eIQERw/cbcCq4YOytETM7pYPdyCt7AeBcA4PK1ZrXci0i3402V+wd7vphDjKalW7lna+PY3EUlq3JfZ9IdeTabDclxSplrgkjnypKWtvZY+m7EEGgf/600jDvZGAUAMPfbLYVVVnK87nvWRIVGSRK/vXwVAFu6g5WaEKv7vv16NhtzMAHQtsx7XHwBCCdPbPuD/uOjZ/Dx0TO6bXZb+z3LFeOAy2HHxatNuu2cRM384mPYvZyCd8uA9mfGuh2HsW7H4U7b3TF2tceL3WZT5wtJT4wF0BKx46SuKYnzS2XH8FLZsW73c8c44HTY1AYNAIhzxjCEBkhLjEXt9WYsfPfzkH6f+UU7XoUoNip7IBLdTgDtiYTXE2fwEVnT6JxbdN+Pyh5o0JFY09jcVPXfMXYbMizwOfyfvGTdfyk8JgzxIuVGq5Y/n7R3JW9obOmUcANAzsAB4T486qXR6fFIcbe/gN+a0HWcifyNG+K96XYl4QY6Juh0OuwYlOYJ63FRYO7JSwtov6bWNl3CnZrgNn1PuP5qfA9l7mZSE9xws4cCALZ0RzVPrAtvPnYfnt9xBA8V5mDAjQScgvPI2HwMy0xBTf01FGQkIz8t0ehDspTi/HSsf/guvLL3OP533FAkxbmABqOP6uZenJCDeSPScOct5q8gsLKUAW68NvNevPHpV0hPbL/W11vakDtwAFITYpEY60Td9WY47Ha0tPlQU3cNibEueJPiMNSbZPDRU0/inQ7seLgA39Q1YUwGK0koMPcPzsAbs+7D/+0/CbvNhrTEWDS2tGGoNwnJcW7ABlxpbEG8KwYxDjuaWttQkJGE5HjzP1uiwQN3ZCLOGQNBe7dkuw1oaGzFhYbryBmYgMaWVjjsNjgddiTHuVHx7UX4fILpY/JMv7pJfzV9TB4GpSXi/QPVGD/EC4fddmPeFDuqztdhTE4qbDbgbO01nLhQj9tTE9HS5kO8y4GJQ7Ng51AvAIBNuuqcH2Xq6+uRlJSEuro6eDzmrgn9+lzgEwoRWdWghnNGH4IpnErMNPoQVJGOSSTPvT+fW1eisXwZdc37w2fLDJ+XvjovM5yLv3B/Ns10zn1xrv3tfAJl1Hkb/by6I9P8reSB5pHsXk5EREREREQUJhFJupuamjBq1CjYbDZUVFToth05cgTjxo1DbGwssrOzsX79+k6//8EHH2Do0KGIjY3FiBEjsG3bNt12EcHq1auRmZmJuLg4lJSU4MSJE+E8JSIiIiIiIqIeRSTpXrZsGbKysjr9vL6+HpMmTUJubi4OHjyIF154Ac888wzefPNNdZ/PP/8cM2fOxNy5c3Ho0CFMmzYN06ZNQ2VlpbrP+vXr8fLLL+M3v/kN9u/fjwEDBqC0tBSNjY2ROD0iIiIiIiKiLoU96d6+fTt27tyJX/7yl522vfPOO2hubsZbb72FYcOG4ZFHHsFPf/pTvPjii+o+GzZswOTJk7F06VJ85zvfwS9+8QuMHj0ar7zyCoD2Vu6XXnoJTz31FKZOnYrCwkL8/ve/x9mzZ7F169Zwnx4RERERERFRt8KadJ8/fx7z5s3DH/7wB8THx3faXl5ejvHjx8Pl6lgqpLS0FFVVVbh8+bK6T0lJie73SktLUV5eDgCorq5GTU2Nbp+kpCQUFRWp+/hrampCfX297ouIiIiIiIior4Ut6RYRzJkzBwsWLMDYsWO73KempgYZGRm6nynf19TU3HQf7Xbt73W1j79169YhKSlJ/crOzg7y7IiIiIiIiIh6FnTSvWLFCthstpt+ffXVV9i4cSMaGhqwcuXKcBx3r6xcuRJ1dXXq15kzZ4w+JCIiIiIiIuqHYoL9hSVLlmDOnDk33Sc/Px+7d+9GeXk53G63btvYsWMxa9Ys/O53v4PX68X58+d125XvvV6v+t+u9tFuV36WmZmp22fUqFFdHp/b7e50XERERERERER9LeikOy0tDWlpaT3u9/LLL+O5555Tvz979ixKS0vx/vvvo6ioCABQXFyMJ598Ei0tLXA6nQCAXbt2oaCgACkpKeo+ZWVlWLx4sfq3du3aheLiYgBAXl4evF4vysrK1CS7vr4e+/fvx8KFC4M9PSIiIiIiIqI+E3TSHaicnBzd9wkJCQCAQYMG4bbbbgMAPProo3j22Wcxd+5cLF++HJWVldiwYQN+/etfq7/3xBNPYMKECfjVr36FBx98EJs3b8aBAwfUZcVsNhsWL16M5557DkOGDEFeXh6efvppZGVlYdq0aeE6PSIiIiIiIqIehS3pDkRSUhJ27tyJRYsWYcyYMUhNTcXq1asxf/58dZ97770X7777Lp566imsWrUKQ4YMwdatWzF8+HB1n2XLluHq1auYP38+amtrcf/992PHjh2IjY014rSIiIiIiIiIAEQw6b799tshIp1+XlhYiE8//fSmvzt9+nRMnz692+02mw1r167F2rVre32cRERERERERH3F0JZus1AqA6ywXveVhjajD4Eo7OqvNBh9CKZwBQOMPgRVpGMSyXPvz+fWlWgsX0Zd8/7w2TLD56WvzssM5+Iv3J9NM51zX5xrfzufQBl13oY/rwY4DP3/B0LJH7tqXNZi0g2goaH9g8z1uomIiIiIiCgYDQ0NSEpK6na7TXpKy6OAz+fD2bNnkZiYCJvNZvThdKu+vh7Z2dk4c+YMPB6P0YdDQWDsrIlxsy7GzroYO2ti3KyLsbMuxs54IoKGhgZkZWXBbrd3ux9bugHY7XZ1RnUr8Hg8LFgWxdhZE+NmXYyddTF21sS4WRdjZ12MnbFu1sKt6D4dJyIiIiIiIqJeYdJNREREREREFCZMui3E7XZjzZo1cLvdRh8KBYmxsybGzboYO+ti7KyJcbMuxs66GDvr4ERqRERERERERGHClm4iIiIiIiKiMGHSTURERERERBQmTLqJiIiIiIiIwoRJNxEREREREVGYMOm2iFdffRW33347YmNjUVRUhL///e9GH1LUe+aZZ2Cz2XRfQ4cOVbc3NjZi0aJFuOWWW5CQkIAf/vCHOH/+vO5vnD59Gg8++CDi4+ORnp6OpUuXorW1NdKn0q998skn+P73v4+srCzYbDZs3bpVt11EsHr1amRmZiIuLg4lJSU4ceKEbp9Lly5h1qxZ8Hg8SE5Oxty5c3HlyhXdPkeOHMG4ceMQGxuL7OxsrF+/Ptyn1u/1FLs5c+Z0KoOTJ0/W7cPYRd66detw1113ITExEenp6Zg2bRqqqqp0+/TV/XHv3r0YPXo03G43Bg8ejE2bNoX79Pq1QGL3wAMPdCp3CxYs0O3D2EXW66+/jsLCQng8Hng8HhQXF2P79u3qdpY38+opdixv/YiQ6W3evFlcLpe89dZbcuzYMZk3b54kJyfL+fPnjT60qLZmzRoZNmyYnDt3Tv36z3/+o25fsGCBZGdnS1lZmRw4cEDuueceuffee9Xtra2tMnz4cCkpKZFDhw7Jtm3bJDU1VVauXGnE6fRb27ZtkyeffFI+/PBDASBbtmzRbX/++eclKSlJtm7dKocPH5aHHnpI8vLy5Pr16+o+kydPlpEjR8oXX3whn376qQwePFhmzpypbq+rq5OMjAyZNWuWVFZWynvvvSdxcXHyxhtvROo0+6WeYjd79myZPHmyrgxeunRJtw9jF3mlpaXy9ttvS2VlpVRUVMj3vvc9ycnJkStXrqj79MX98Z///KfEx8fLz372Mzl+/Lhs3LhRHA6H7NixI6Ln258EErsJEybIvHnzdOWurq5O3c7YRd6f//xn+ctf/iJff/21VFVVyapVq8TpdEplZaWIsLyZWU+xY3nrP5h0W8Ddd98tixYtUr9va2uTrKwsWbdunYFHRWvWrJGRI0d2ua22tlacTqd88MEH6s++/PJLASDl5eUi0p5Q2O12qampUfd5/fXXxePxSFNTU1iPPVr5J24+n0+8Xq+88MIL6s9qa2vF7XbLe++9JyIix48fFwDyj3/8Q91n+/btYrPZ5N///reIiLz22muSkpKii9vy5culoKAgzGcUPbpLuqdOndrt7zB25nDhwgUBIPv27RORvrs/Llu2TIYNG6b7f82YMUNKS0vDfUpRwz92Iu1JwBNPPNHt7zB25pCSkiK//e1vWd4sSImdCMtbf8Lu5SbX3NyMgwcPoqSkRP2Z3W5HSUkJysvLDTwyAoATJ04gKysL+fn5mDVrFk6fPg0AOHjwIFpaWnRxGzp0KHJyctS4lZeXY8SIEcjIyFD3KS0tRX19PY4dOxbZE4lS1dXVqKmp0cUpKSkJRUVFujglJydj7Nix6j4lJSWw2+3Yv3+/us/48ePhcrnUfUpLS1FVVYXLly9H6Gyi0969e5Geno6CggIsXLgQFy9eVLcxduZQV1cHABg4cCCAvrs/lpeX6/6Gsg+fjX3HP3aKd955B6mpqRg+fDhWrlyJa9euqdsYO2O1tbVh8+bNuHr1KoqLi1neLMQ/dgqWt/4hxugDoJv773//i7a2Nl1hAoCMjAx89dVXBh0VAUBRURE2bdqEgoICnDt3Ds8++yzGjRuHyspK1NTUwOVyITk5Wfc7GRkZqKmpAQDU1NR0GVdlG4Wfcp27ioM2Tunp6brtMTExGDhwoG6fvLy8Tn9D2ZaSkhKW4492kydPxsMPP4y8vDycOnUKq1atwpQpU1BeXg6Hw8HYmYDP58PixYtx3333Yfjw4QDQZ/fH7vapr6/H9evXERcXF45TihpdxQ4AHn30UeTm5iIrKwtHjhzB8uXLUVVVhQ8//BAAY2eUo0ePori4GI2NjUhISMCWLVtw5513oqKiguXN5LqLHcDy1p8w6SYK0ZQpU9R/FxYWoqioCLm5ufjjH//IGxhRBDzyyCPqv0eMGIHCwkIMGjQIe/fuxcSJEw08MlIsWrQIlZWV+Oyzz4w+FApSd7GbP3+++u8RI0YgMzMTEydOxKlTpzBo0KBIHybdUFBQgIqKCtTV1eFPf/oTZs+ejX379hl9WBSA7mJ35513srz1I+xebnKpqalwOBydZpk8f/48vF6vQUdFXUlOTsYdd9yBkydPwuv1orm5GbW1tbp9tHHzer1dxlXZRuGnXOeblS+v14sLFy7otre2tuLSpUuMpcnk5+cjNTUVJ0+eBMDYGe3xxx/Hxx9/jD179uC2225Tf95X98fu9vF4PKz47KXuYteVoqIiANCVO8Yu8lwuFwYPHowxY8Zg3bp1GDlyJDZs2MDyZgHdxa4rLG/WxaTb5FwuF8aMGYOysjL1Zz6fD2VlZbrxHmS8K1eu4NSpU8jMzMSYMWPgdDp1cauqqsLp06fVuBUXF+Po0aO6pGDXrl3weDxqtyIKr7y8PHi9Xl2c6uvrsX//fl2camtrcfDgQXWf3bt3w+fzqQ+/4uJifPLJJ2hpaVH32bVrFwoKCtg9OYK+/fZbXLx4EZmZmQAYO6OICB5//HFs2bIFu3fv7tR9v6/uj8XFxbq/oezDZ2PoeopdVyoqKgBAV+4YO+P5fD40NTWxvFmQEruusLxZmNEzuVHPNm/eLG63WzZt2iTHjx+X+fPnS3Jysm6mQoq8JUuWyN69e6W6ulr+9re/SUlJiaSmpsqFCxdEpH2JjpycHNm9e7ccOHBAiouLpbi4WP19ZZmHSZMmSUVFhezYsUPS0tK4ZFgfa2hokEOHDsmhQ4cEgLz44oty6NAh+de//iUi7UuGJScny0cffSRHjhyRqVOndrlk2He/+13Zv3+/fPbZZzJkyBDdslO1tbWSkZEhjz32mFRWVsrmzZslPj6ey0710s1i19DQID//+c+lvLxcqqur5a9//auMHj1ahgwZIo2NjerfYOwib+HChZKUlCR79+7VLXNz7do1dZ++uD8qy+AsXbpUvvzyS3n11Ve5DE4v9RS7kydPytq1a+XAgQNSXV0tH330keTn58v48ePVv8HYRd6KFStk3759Ul1dLUeOHJEVK1aIzWaTnTt3igjLm5ndLHYsb/0Lk26L2Lhxo+Tk5IjL5ZK7775bvvjiC6MPKerNmDFDMjMzxeVyya233iozZsyQkydPqtuvX78uP/nJTyQlJUXi4+PlBz/4gZw7d073N7755huZMmWKxMXFSWpqqixZskRaWloifSr92p49ewRAp6/Zs2eLSPuyYU8//bRkZGSI2+2WiRMnSlVVle5vXLx4UWbOnCkJCQni8XjkRz/6kTQ0NOj2OXz4sNx///3idrvl1ltvleeffz5Sp9hv3Sx2165dk0mTJklaWpo4nU7Jzc2VefPmdaqMZOwir6uYAZC3335b3aev7o979uyRUaNGicvlkvz8fN3/g4LXU+xOnz4t48ePl4EDB4rb7ZbBgwfL0qVLdesGizB2kfbjH/9YcnNzxeVySVpamkycOFFNuEVY3szsZrFjeetfbCIikWtXJyIiIiIiIooeHNNNREREREREFCZMuomIiIiIiIjChEk3ERERERERUZgw6SYiIiIiIiIKEybdRERERERERGHCpJuIiIiIiIgoTJh0ExEREREREYUJk24iIiIiIiKiMGHSTURERERERBQmTLqJiIiIiIiIwoRJNxEREREREVGYMOkmIiIiIiIiCpP/BxXePTmwRAvOAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 使用 PCA 压缩后可提升 ruptures 效果（可选）\n",
    "from sklearn.decomposition import PCA\n",
    "pca = PCA(n_components=10)\n",
    "repr_pca = pca.fit_transform(repr)\n",
    "\n",
    "# 用 ruptures 检测变点（Kernel-based 分段）\n",
    "model = rpt.KernelCPD(kernel=\"rbf\", min_size=20)\n",
    "model.fit(repr_pca)\n",
    "\n",
    "# 设定最多段数 or penalty\n",
    "change_points = model.predict(n_bkps=20)  # 返回分段后的边界位置（含末尾）\n",
    "\n",
    "visualize(ts,change_points)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4925aa8b-62de-4b2a-aa52-84470104e1f4",
   "metadata": {},
   "source": [
    "## PELT 自动检测变点数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "7616de24-f776-479e-8cbb-e12a6b1f1097",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "自动检测变点: [285, 440, 655, 805, 1245, 1410, 1660, 1810, 2390, 2595, 2745, 2895, 3100, 3250, 3405, 3595, 3753]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "model = \"rbf\"  # \"l1\", \"l2\", \"rbf\"\n",
    "# change_points = rpt.Pelt(model=model,min_size=100).fit(repr_pca).predict(pen=21)\n",
    "# change_points = rpt.Pelt(model=model,min_size=150).fit(ts_scaled).predict(pen=15)\n",
    "change_points = rpt.Pelt(model=model,min_size=150).fit(ts).predict(pen=21)\n",
    "visualize(ts,change_points)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "45612621-b135-4788-9235-166d4ff09a67",
   "metadata": {},
   "source": [
    "## Binary segmentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "d88f8ff2-2d62-477f-84d3-ac2b238d572f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "自动检测变点: [285, 450, 655, 810, 1030, 1180, 1420, 1570, 1805, 1965, 2150, 2390, 2605, 2895, 3110, 3405, 3600, 3753]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model = \"l2\"  # \"l1\", \"rbf\", \"linear\", \"normal\", \"ar\",...\n",
    "change_points = rpt.Binseg(model=model,min_size=150).fit(ts).predict(pen=20)\n",
    "\n",
    "visualize(ts,change_points)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a118afb8-1c70-4bb7-92bb-bf891d96c8a6",
   "metadata": {},
   "source": [
    "## Dynamic Program"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "84d65f27-cdb8-4bad-8f11-21994d4fab9b",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "model = \"rbf\"  # \"l2\", \"rbf\"\n",
    "change_points = rpt.Dynp(model=model,min_size=150).fit(ts).predict(n_bkps=4)\n",
    "visualize(ts,change_points)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8cb63759-1b2c-4589-937d-8f74c69e0f95",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
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